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    "rationale": "Speeches and articles draft well, though delivering them at a conference is still someone standing up.",
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    "rationale": "Nominating people to public boards is an official act by a named person who knows the local candidates.",
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    "rationale": "Preparing and passing papers up for a political decision is routine written work; the decision itself stays with elected members.",
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    "rationale": "Comparing sites and specifying equipment is desk work, but choosing premises usually involves visiting them.",
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    "rationale": "Investment and financial services businesses must be run by licensed people, whatever analysis software provides.",
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    "rationale": "Taking part in council meetings means being there and speaking, even though papers can be prepared beforehand.",
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    "rationale": "Turning up at official functions on an organization's behalf is about a person being seen and known.",
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    "rationale": "Bylaws follow published models, so drafting them is straightforward; enforcement then runs through set procedures.",
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    "rationale": "Finding relevant training and development options is searching and matching against documented offerings.",
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    "rationale": "Screening and comparing possible pilot projects is analysis against documented criteria.",
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    "rationale": "Risk assessment follows published frameworks and recorded data, though someone qualified normally signs the result.",
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    "rationale": "Export records, tariffs and licence information are exactly the kind of data software keeps current automatically.",
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      4,
      2
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      3
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    "keyingScheme": "text-only",
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  {
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      2
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  {
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  {
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    "rationale": "Running sponsorships and launch events means being there and making things happen on the day.",
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      3
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    "rationale": "Campaign plans can be drafted quickly, but the useful detail comes from knowing this charity's donors.",
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    "rationale": "Giving strategies follow well-documented patterns that tools draft strongly from your own donor data.",
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  {
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    "rationale": "Targets, collection policies and disbursement rules follow standard financial practice that software can draft.",
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    "rationale": "Comparing advertising and promotion against fundraising goals is a data and reporting task.",
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Budget tracking and reporting is spreadsheet work that software handles well.",
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  {
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    "rationale": "Event planning can be largely drafted, but running an auction or a walk on the day needs people there.",
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  {
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    "rationale": "Scripts and edits can be automated, but filming and running a video library needs people and equipment.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-11-3051",
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  },
  {
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      33,
      47
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      2,
      0,
      0,
      2,
      3
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    "rationale": "Software can summarise customer requirements, but pinning down expectations with sales and marketing happens in discussion.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-11-3051",
    "occupationId": null
  },
  {
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      60,
      68
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      3,
      0,
      0,
      1,
      3
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    "confidence": "high",
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    "rationale": "Circulating quality information to departments, vendors and contractors is routine communication software drafts and sends well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:50:13.468Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-11-3051",
    "occupationId": null
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  {
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      60,
      68
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      3,
      0,
      0,
      1,
      3
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:50:13.468Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-11-3051",
    "occupationId": null
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  {
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      27
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      2,
      2,
      0,
      2,
      3
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-11-3051",
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  },
  {
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      68,
      82
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      0,
      0,
      0,
      3
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    "confidence": "medium",
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    "rationale": "Watching how well control systems perform is a matter of tracking data over time.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
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      30,
      44
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      2,
      1,
      0,
      1,
      3
    ],
    "confidence": "medium",
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:50:13.468Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-11-3051",
    "occupationId": null
  },
  {
    "taskId": "us-11-3051-15432",
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      4,
      12
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    "d": [
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      3,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Assessing a well field site means going out and surveying the ground.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:50:13.468Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-11-3051",
    "occupationId": null
  },
  {
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      18,
      32
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      2,
      2,
      0,
      0,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Corrosion control options are documented, but choosing and fitting them depends on the specific plant and its conditions.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:50:13.468Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-11-3051",
    "occupationId": null
  },
  {
    "taskId": "us-11-3051-15434",
    "score": 48,
    "band": "partial",
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      41,
      55
    ],
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      3,
      1,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Passing on plant conditions to staff is routine communication software can generate from control system data.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:50:13.468Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-11-3051",
    "occupationId": null
  },
  {
    "taskId": "us-11-3051-15435",
    "score": 0,
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      0,
      4
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      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Troubleshooting and repairing instrumentation and wiring is hands-on work with tools at the plant.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:50:13.468Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-11-3051",
    "occupationId": null
  },
  {
    "taskId": "us-11-3051-15436",
    "score": 93,
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      89,
      97
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      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Daily logs, maintenance records and reports are compiled from system data, which software maintains accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:50:13.468Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-11-3051",
    "occupationId": null
  },
  {
    "taskId": "us-11-3051-15437",
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      77,
      85
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      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Permit applications and compliance reports follow prescribed formats and existing data, which software prepares well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:50:13.468Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-11-3051",
    "occupationId": null
  },
  {
    "taskId": "us-11-3051-15438",
    "score": 48,
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      41,
      55
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    "d": [
      3,
      0,
      2,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Application paperwork can be prepared by software, though obtaining a permit runs through named responsible people and regulators.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:50:13.468Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-11-3051",
    "occupationId": null
  },
  {
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      5,
      13
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      3,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Preventive maintenance is hands-on work on plant equipment, whether carried out or closely directed on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:50:13.468Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-11-3051",
    "occupationId": null
  },
  {
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      28
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      0,
      2,
      3,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Connection agreements are settled through negotiation between accountable people, even though the technical terms are documented.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:50:13.468Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
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      49,
      63
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      3,
      1,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Controller data is read on screens and software spots drift well, though the control room sits at the plant.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:50:13.468Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-11-3051",
    "occupationId": null
  },
  {
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      50
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    "d": [
      2,
      1,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can suggest control improvements from operating data, but knowing what suits the plant comes from working with it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:50:13.468Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-11-3051",
    "occupationId": null
  },
  {
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      49,
      63
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      1,
      0,
      0,
      3
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:50:13.468Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-11-3051",
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  },
  {
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      79
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      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Building operating plans and schedules from demand and maintenance data is planning work software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:50:13.468Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-11-3051",
    "occupationId": null
  },
  {
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    "score": 75,
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      71,
      79
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      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Operating budgets are built from known costs and volumes using standard methods software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:50:13.468Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-11-3051",
    "occupationId": null
  },
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      2,
      3
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    "unstable": false,
    "rationale": "Rotas and instructions can be automated, but supervising people in a plant or well field means being there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:50:13.468Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-11-3051",
    "occupationId": null
  },
  {
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      2,
      1,
      1,
      3
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    "unstable": false,
    "rationale": "Compliance checking can be largely automated, though overseeing plant operations and repairs requires presence and accountability.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-11-3051",
    "occupationId": null
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  {
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      14
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      1,
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      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Inspecting plant and injection well field equipment means walking the site and looking at it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:50:13.468Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-11-3051",
    "occupationId": null
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  {
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      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Training material can be drafted by software, though teaching plant staff safe working is done alongside them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:50:13.468Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-11-3051",
    "occupationId": null
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      2,
      3
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    "unstable": false,
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:50:13.468Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-11-3051",
    "occupationId": null
  },
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      2,
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Paperwork checks can be automated, but confirming flammable material is stored and moved safely means looking at it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:50:13.468Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-11-3051",
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  {
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      0,
      3
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    "confidence": "high",
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    "rationale": "Drawing product and by-product samples is physical work at the plant.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:50:13.468Z",
    "keyingScheme": "text-only",
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      1,
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      2,
      3
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  },
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      27
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      2,
      0,
      2,
      3
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    "rationale": "Schedules and instructions can be automated, but supervising production staff means being on the plant floor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      14
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      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Shutting down or restarting plant equipment is physical work carried out at the plant.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:50:13.468Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-11-3051",
    "occupationId": null
  },
  {
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    "score": 75,
    "band": "high",
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      71,
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      3,
      0,
      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Reading logs and datasheets for abnormal readings is exactly the pattern-spotting software does reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:50:13.468Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-11-3051",
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  {
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      71,
      79
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      3,
      0,
      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Plant budgets are built from known costs and production volumes using methods software applies well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:50:13.468Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-11-3051",
    "occupationId": null
  },
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      22,
      36
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      2,
      2,
      0,
      0,
      3
    ],
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    "unstable": false,
    "rationale": "Software watches meters and gauges well, but acting on a reading often means adjusting equipment in the plant.",
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      3
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      3
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    "rationale": "Warehouse layout and storage strategy is modelling work, though it depends on the physical building.",
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  {
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    "confidence": "medium",
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    "rationale": "Demand forecasting is strong statistical ground for software, though the plan is agreed with planners.",
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  {
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      3
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  {
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      0,
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      3
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    "confidence": "high",
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  {
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      0,
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      3
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  {
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      2,
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    "rationale": "Product launches and engineering changes are coordinated through meetings with the teams involved.",
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  {
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    "rationale": "Writing coordination procedures between departments is standard process documentation AI drafts well.",
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    "rationale": "Designing a supply chain around business strategy needs judgement about a specific company's situation.",
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  {
    "taskId": "us-11-3071-19539",
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    "rationale": "Life cycle analysis follows documented methods and databases, making it well suited to software support.",
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    "confidence": "medium",
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    "rationale": "Building environmental goals into a supply chain needs judgement about a particular company's operations and suppliers.",
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    "d": [
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    "confidence": "medium",
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    "rationale": "Returns and recycling programmes are designed on paper, but running them involves physical handling operations.",
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      1,
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    "rationale": "Planning kit and staffing for a shift is scheduling maths, though it needs knowledge of the site.",
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    "rationale": "Designing a better process is well supported, but implementing it means changing how people actually work.",
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      3
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      3
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    "rationale": "Tracking forecasts and quotas and predicting knock-on effects is calculation on data already held.",
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      3
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      3
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    "rationale": "Cost forecasting and standard cost lists are calculations on data that already sits in the system.",
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      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Judging what a factory can really do means walking the floor and seeing it working.",
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      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Supervising a shift means being on the warehouse floor with the people doing the work.",
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    "d": [
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      1,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Safety and security programmes are built from published standards, though rolling them out involves walking the site.",
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    "modelId": "claude-opus-5",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Judging the condition of a building, vehicle or machine means going and looking at it.",
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  {
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      3
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    "unstable": false,
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      1,
      4
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    "confidence": "medium",
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    "rationale": "Plant and lawn care advice is abundantly documented, so software answers most customer questions well.",
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    "modelId": "claude-opus-5",
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  {
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      3
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      2
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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  {
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      2
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    "modelId": "claude-opus-5",
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  {
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      3
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    "keyingScheme": "text-only",
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      3
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    "rationale": "Writing operating, maintenance and safety policies is document work; getting them followed still needs a manager on the farm.",
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    "modelId": "claude-opus-5",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Comparing marketing and sales options is research and number work software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      2,
      3
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3
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    "rationale": "Arranging finance and buying machinery, land or stock involves lots of document work, though deals rest on dealing with lenders.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      3,
      1
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    "rationale": "Resolving disputes with owners and contractors depends on live give and take between people who know each other.",
    "promptVersion": "task_scoring_v1.0",
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    "scoredAt": "2026-08-04T15:43:37.188Z",
    "keyingScheme": "text-only",
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      2,
      2
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    "confidence": "high",
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    "rationale": "Running the actual build means being present and steering people, which no amount of desk work replaces.",
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      2
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    "promptVersion": "task_scoring_v1.0",
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    "modelId": "claude-opus-5",
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    "rationale": "Software can suggest construction methods from the specifications, but picking the right one leans on site experience it does not have.",
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    "keyingScheme": "text-only",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Ordering materials from the project's own material lists is routine paperwork that software can generate and send.",
    "promptVersion": "task_scoring_v1.0",
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      3
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    "rationale": "Estimates and progress reports are built from cost and schedule figures already sitting in company systems, which software handles well.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Quality plans are well documented so drafts come easily, but rolling one out across a live site depends on people and place.",
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    "confidence": "high",
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    "rationale": "Buying land runs on negotiation with owners and legal steps that a licensed professional has to handle.",
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    "d": [
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Green strategies can be researched at a desk, but applying them happens in the materials and methods used on site.",
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    "keyingScheme": "text-only",
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    "rationale": "Comparing green and standard build costs is a spreadsheet exercise using published cost and energy figures.",
    "promptVersion": "task_scoring_v1.0",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Environmental programmes can be drafted from published rules, though putting one into practice on a site needs people there.",
    "promptVersion": "task_scoring_v1.0",
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    "unstable": false,
    "rationale": "Course material writes itself easily enough, but delivering training that sticks usually means standing in front of the crew.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Environmental rules are written down, but checking that a site actually follows them means being on the ground.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "unstable": false,
    "rationale": "Early cost and feasibility estimates are calculations over documented data, with only occasional visits to the site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "unstable": false,
    "rationale": "Green certification is mostly assembling evidence documents, but the rating itself has to come from accredited assessors.",
    "promptVersion": "task_scoring_v1.0",
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  {
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    "rationale": "Reviewing procedures and problems to find improvements is analysis software supports well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
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  },
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    "taskId": "us-11-9051-1089",
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      4
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      4,
      0,
      1,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cooking, clearing tables and serving food are hands-on jobs that need a person in the room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:48:21.106Z",
    "keyingScheme": "text-only",
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  },
  {
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      36
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      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Counting stock means walking the store room, though the record keeping and reorder maths are easily automated.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-11-9051",
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  },
  {
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      23,
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      2,
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      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Training material writes itself easily, but hiring, discipline and appraisals rest on face-to-face judgement about people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:48:21.106Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-11-9051",
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  },
  {
    "taskId": "us-11-9051-1092",
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    "band": "high",
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      57,
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    "d": [
      3,
      0,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Choosing and ordering supplies is a documented purchasing job that software can prepare and place.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:48:21.106Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-11-9051",
    "occupationId": null
  },
  {
    "taskId": "us-11-9051-1093",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Costing recipes and setting prices is arithmetic on known ingredient and labour costs, though local pricing judgement still helps.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-11-9051",
    "occupationId": null
  },
  {
    "taskId": "us-11-9051-1094",
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      86,
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    "d": [
      4,
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      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Sales data already sits in the till system, and working out which dishes lose money is routine number crunching.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  },
  {
    "taskId": "us-11-9051-1095",
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    "d": [
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      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Working out staffing numbers is straightforward analysis, but recruiting still means meeting and judging candidates in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-11-9051",
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  },
  {
    "taskId": "us-11-9051-1096",
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Arranging repairs and services is scheduling and phone work that can largely be handled automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-11-9051",
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  },
  {
    "taskId": "us-11-9051-1097",
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      13
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      1,
      3,
      1,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Spotting over-serving or under-age drinking means being on the floor watching people, and the licence holder carries responsibility.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-11-9051",
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  },
  {
    "taskId": "us-11-9051-1098",
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      4
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    "d": [
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      4,
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      2,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Greeting and seating guests is something a person does in the room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:48:21.106Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-11-9051",
    "occupationId": null
  },
  {
    "taskId": "us-11-9051-1099",
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      49,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Nutritional standards are published and easy to write into policy, though enforcing them means checking the kitchen.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "us-11-9051-1100",
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      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Menu planning against guest numbers, nutrition and cost is largely a paper exercise that software drafts well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  },
  {
    "taskId": "us-11-9051-1101",
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      36
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    "d": [
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "AI can suggest recipes, but a dish only exists once someone cooks and tastes it in a real kitchen.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-11-9051",
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  },
  {
    "taskId": "us-11-9051-1102",
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      83
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      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Taking bookings is already handled by online systems and automated phone answering in most restaurants.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:48:21.106Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-11-9051",
    "occupationId": null
  },
  {
    "taskId": "us-11-9051-1103",
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    "d": [
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      1,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Diary management is easy to automate, but agreeing event details with a client rests on conversation and trust.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:48:21.106Z",
    "keyingScheme": "text-only",
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  },
  {
    "taskId": "us-11-9051-15199",
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      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Handling cash and taking it to the bank is physical work that software cannot do for you.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-11-9051",
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  },
  {
    "taskId": "us-11-9071-7185",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "A complaint about a payout is settled face to face on the floor, where reassurance matters.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:51:00.242Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-11-9071",
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  },
  {
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      4,
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Escorting someone off the gaming floor is a physical act.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Game rules, odds and known cheating methods are well documented and easy to keep on top of.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "New dealers are trained and judged on the floor by someone watching them work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Walking the tables to see how games are being run is presence on the floor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-11-9071",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Game rules and limits are fully written down, though players get them explained at the table.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Cover gaps are easy to calculate, but filling them at short notice means working the floor and phoning staff.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-11-9071",
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  {
    "taskId": "us-11-9071-7192",
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    "d": [
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      0,
      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Hiring turns on judgement formed in an interview with a person in front of you.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
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  {
    "taskId": "us-11-9071-7193",
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      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Building rotas and keeping attendance records is standard scheduling work software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-11-9071",
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  {
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Comps are already worked out by player-tracking systems from play and betting data.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
    "taskId": "us-11-9071-7195",
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    "d": [
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Setting house policy is judgement about risk and profit, subject to the gaming regulator’s approval.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-11-9071",
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  },
  {
    "taskId": "us-11-9071-7196",
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      1,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Tracking table floats and filling in the forms is routine record keeping software already handles.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-11-9071",
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  },
  {
    "taskId": "us-11-9071-7197",
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      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Setting table limits and bank levels follows documented rules and the day’s numbers.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:51:00.242Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-11-9071",
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  },
  {
    "taskId": "us-11-9071-7198",
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    "band": "partial",
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      52,
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    "d": [
      4,
      0,
      2,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Tracking credit extended to players is account monitoring software does continuously, with the licence holder accountable for limits.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:51:00.242Z",
    "keyingScheme": "text-only",
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    "occupationId": null
  },
  {
    "taskId": "us-11-9071-7199",
    "score": 81,
    "band": "very high",
    "range": [
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      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking expenses, budgets and betting accounts for accuracy is exactly what accounting software is built for.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
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  },
  {
    "taskId": "us-11-9071-7200",
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    "band": "minimal",
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    "d": [
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      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "The recording is automatic, but taking and paying out cash happens at the table.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:51:00.242Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-11-9071",
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  },
  {
    "taskId": "us-11-9071-7201",
    "score": 81,
    "band": "very high",
    "range": [
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    "d": [
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Compiling wager and payoff summaries is routine number work software already produces automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:51:00.242Z",
    "keyingScheme": "text-only",
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    "rationale": "Labor disputes are settled by people who know each other and hold the authority to agree terms.",
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  {
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    "rationale": "Box rent billing is routine, but payments are usually taken in person at the window.",
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    "rationale": "Handing over cash and money orders at the counter needs a person at the till.",
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    "confidence": "high",
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    "rationale": "Postal services and regulations are published in full, so answering questions about them suits software well.",
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  {
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Training material can be drafted, but choosing and developing managers rests on knowing them personally.",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Comparing supplier bids and raising requisitions against federal rules is document work software handles well.",
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  {
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      3
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    "confidence": "high",
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    "rationale": "Tracking hours and attendance for payroll is standard system work needing no judgement.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "us-11-9141-7219",
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    "d": [
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      0,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Details about a property and area are easy to supply, but showing someone round means walking the building with them.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      3
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    "confidence": "high",
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    "rationale": "Collecting rent and assessments and paying bills on time is routine finance administration already handled by property software.",
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    "keyingScheme": "text-only",
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  {
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      2
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    "rationale": "Walking the grounds and spotting what needs repairing means eyes on the building.",
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    "keyingScheme": "text-only",
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    "rationale": "Rules can be looked up, but investigating a disturbance and calming the people involved happens at the property.",
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    "rationale": "Schedules and project plans are easy to produce, but coordinating repairs and building work means being at the property.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3
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    "rationale": "Overseeing a property mixes desk administration with being on site to see how the building is actually running.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      3,
      3
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    "rationale": "Documents can be drafted, but negotiating a sale or lease depends on trust between people and often needs a licensed agent.",
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    "modelId": "claude-opus-5",
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  {
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      0,
      3
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    "confidence": "high",
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    "rationale": "Rental activity, costs and availability records are structured data, and keeping them is routine record-keeping.",
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    "modelId": "claude-opus-5",
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    "rationale": "Tenant checks follow written government rules, but certifying the result rests with an accountable person.",
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      3
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    "rationale": "Building budgets and financial reports from accounting records is standard finance work software produces to a usable standard.",
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    "rationale": "Work schedules are easy to produce, but directing staff and judging contractors' performance depends on daily working relationships.",
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    "rationale": "Codes and insurance requirements are published, so tracking compliance and the related correspondence is largely document work.",
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    "rationale": "Writing listings and marketing copy for vacant space is standard promotional writing that software produces well.",
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    "rationale": "Comparing contractor bids on price, scope and terms is structured comparison work software does thoroughly.",
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      4
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    "rationale": "Comparing rents against the local market is a data comparison with plentiful published listings to work from.",
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    "rationale": "Service contracts follow standard templates, so drafting and administering them is routine document work with a manager approving.",
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    "rationale": "Ordering supplies and equipment from usage and price data is routine purchasing that software handles.",
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    "rationale": "Standing between owners and tenants works because both sides trust the same person to represent them fairly.",
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    "rationale": "Regular contact with residents' groups depends on people who are known and trusted locally.",
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    "unstable": false,
    "rationale": "Board meetings about disputes and legal issues turn on reading the room and holding the confidence of the people there.",
    "promptVersion": "task_scoring_v1.0",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Fair housing and advertising rules are published, but confirming a specific practice is lawful calls for a qualified adviser.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning, changing bulbs and small repairs is hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3
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    "unstable": false,
    "rationale": "A contract can be drafted, but winning and keeping a management client rests on the owner's trust in a particular person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Loan paperwork is standard, but negotiating terms depends on a lender's confidence in the borrower and whoever represents them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Online booking systems already handle appointments at least as well as a person at a desk.",
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    "rationale": "Crisis advice matters most when a trusted person is there to give it while things are happening.",
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    "rationale": "Questioning someone suspected of theft is a face-to-face situation needing careful judgement in the moment.",
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    "rationale": "Landowners, residents and utility contacts deal with a person they know and trust, built up over time.",
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    "rationale": "Funding applications can be drafted well, but tailoring them to a particular funder's priorities still needs real editing.",
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    "rationale": "Invoicing and chasing payments against contract terms is routine finance admin that software handles well.",
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    "rationale": "Career strategy conversations work because the client trusts the particular person giving the advice.",
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    "rationale": "Travel, ticketing and marketing administration is well-defined coordination work software handles.",
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    "rationale": "Arranging meetings is straightforward scheduling admin.",
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    "rationale": "Hiring the right trainer or coach depends partly on personal knowledge of who is actually good.",
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    "rationale": "Packaging and sending client material to prospective employers is well-defined promotional work, though who you send it to matters.",
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    "rationale": "Choosing what to buy for resale is analysis of sales data, though suppliers are often met in person.",
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    "rationale": "Judging quality or value by inspecting goods means handling and looking at the actual items.",
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      4
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    "rationale": "Comparing transport options on cost and emissions is a documented calculation with public data.",
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      3
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    "rationale": "Monitoring whether suppliers are meeting contract terms is comparison work software does, with buyers acting on it.",
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    "rationale": "Reading a claim form against policy wording to decide what is covered is document comparison software already does well.",
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    "scoredAt": "2026-08-04T15:43:36.766Z",
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      3
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    "rationale": "Pulling investigation material together into a findings-and-recommendation report is written analysis software produces to a usable standard.",
    "promptVersion": "task_scoring_v1.0",
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    ],
    "d": [
      3,
      1,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Police reports and medical records are documents software reads well, though assessing physical damage may mean looking at the property.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:43:36.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-1031",
    "occupationId": null
  },
  {
    "taskId": "us-13-1031-21420",
    "score": 25,
    "band": "low",
    "range": [
      18,
      32
    ],
    "d": [
      2,
      2,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Estimates can be built from photos and price tables, but assessing real damage often still means visiting the property.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:43:36.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-1031",
    "occupationId": null
  },
  {
    "taskId": "us-13-1031-21421",
    "score": 35,
    "band": "low",
    "range": [
      28,
      42
    ],
    "d": [
      2,
      0,
      1,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Chasing missing details can be drafted automatically, but probing a doubtful claim depends on how a person responds in conversation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:43:36.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-1031",
    "occupationId": null
  },
  {
    "taskId": "us-13-1031-21422",
    "score": 30,
    "band": "low",
    "range": [
      23,
      37
    ],
    "d": [
      2,
      0,
      2,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Getting a full picture from witnesses, doctors and police relies on live conversation and a qualified handler's judgement.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:43:36.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-1031",
    "occupationId": null
  },
  {
    "taskId": "us-13-1031-21423",
    "score": 23,
    "band": "low",
    "range": [
      16,
      30
    ],
    "d": [
      2,
      1,
      2,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "The paperwork side is routine, but reaching a fair settlement involves site facts, a qualified handler and dealing with an upset claimant.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:43:36.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-1031",
    "occupationId": null
  },
  {
    "taskId": "us-13-1031-21424",
    "score": 66,
    "band": "high",
    "range": [
      59,
      73
    ],
    "d": [
      3,
      0,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Setting a reserve figure follows company rules and historical patterns, which software applies consistently.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:43:36.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-1031",
    "occupationId": null
  },
  {
    "taskId": "us-13-1031-21425",
    "score": 13,
    "band": "minimal",
    "range": [
      9,
      17
    ],
    "d": [
      1,
      0,
      2,
      3,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Large, messy claims turn on the handler's judgement and on keeping a worried customer's confidence throughout.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:43:36.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-1031",
    "occupationId": null
  },
  {
    "taskId": "us-13-1031-21426",
    "score": 56,
    "band": "partial",
    "range": [
      49,
      63
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    "d": [
      3,
      0,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Processing a payment within set limits is rules-based work, though insurers keep a qualified handler responsible for releasing money.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:43:36.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-1031",
    "occupationId": null
  },
  {
    "taskId": "us-13-1031-21427",
    "score": 56,
    "band": "partial",
    "range": [
      49,
      63
    ],
    "d": [
      3,
      0,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Re-checking another handler's file is document review software does well, though authorising payment stays a qualified person's responsibility.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:43:36.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-1031",
    "occupationId": null
  },
  {
    "taskId": "us-13-1031-21428",
    "score": 66,
    "band": "high",
    "range": [
      62,
      70
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    "d": [
      3,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking claim data against company rules and settlement procedures is exactly the kind of consistency checking software does quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:43:36.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-1031",
    "occupationId": null
  },
  {
    "taskId": "us-13-1031-21429",
    "score": 66,
    "band": "high",
    "range": [
      62,
      70
    ],
    "d": [
      3,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Entering payments and reserves and writing concise file notes is structured record-keeping that software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:43:36.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-1031",
    "occupationId": null
  },
  {
    "taskId": "us-13-1031-21430",
    "score": 66,
    "band": "high",
    "range": [
      62,
      70
    ],
    "d": [
      3,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Flagging a claim as questionable and routing it onward is pattern-spotting that claims software already does routinely.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:43:36.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-1031",
    "occupationId": null
  },
  {
    "taskId": "us-13-1031-21431",
    "score": 24,
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      17,
      31
    ],
    "d": [
      2,
      1,
      2,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Assembling evidence for a contested claim can be drafted, but gathering it often means going places and meeting legal standards.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:43:36.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-1031",
    "occupationId": null
  },
  {
    "taskId": "us-13-1031-21432",
    "score": 20,
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      13,
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    ],
    "d": [
      1,
      0,
      1,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Deciding litigation strategy with a lawyer is a professional conversation about a specific case, not a document to be produced.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:43:36.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-1031",
    "occupationId": null
  },
  {
    "taskId": "us-13-1031-21433",
    "score": 35,
    "band": "low",
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      28,
      42
    ],
    "d": [
      2,
      0,
      1,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Requests can be written automatically, but getting useful extra detail from a doctor or employer depends on the conversation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:43:36.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-1031",
    "occupationId": null
  },
  {
    "taskId": "us-13-1031-21434",
    "score": 75,
    "band": "high",
    "range": [
      71,
      79
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping claim files and an inventory of cases needing analysis is routine record-keeping in the claims system.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-13-1031-21435",
    "score": 26,
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      19,
      33
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    "d": [
      2,
      1,
      1,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "The case summary is easy to prepare, but presenting and defending it to colleagues in a meeting is a live task.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:43:36.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-1031",
    "occupationId": null
  },
  {
    "taskId": "us-13-1031-21436",
    "score": 37,
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      30,
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    "d": [
      2,
      0,
      2,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "File checks can be automated, but supervising adjusters also means coaching individuals and carrying responsibility for their decisions.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:43:36.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-1031",
    "occupationId": null
  },
  {
    "taskId": "us-13-1031-21437",
    "score": 66,
    "band": "high",
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      62,
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    ],
    "d": [
      3,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking legal bills line by line against agreed rates is repetitive comparison work software does thoroughly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:43:36.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-1031",
    "occupationId": null
  },
  {
    "taskId": "us-13-1031-21438",
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    "range": [
      8,
      32
    ],
    "d": [
      2,
      1,
      2,
      2,
      2
    ],
    "confidence": "low",
    "unstable": false,
    "rationale": "Title records can be read on screen, but acting as the company's agent with a property owner is a person's role.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:43:36.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-1031",
    "occupationId": null
  },
  {
    "taskId": "us-13-1031-21439",
    "score": 66,
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    "range": [
      62,
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    ],
    "d": [
      3,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Spotting over- and underpayments is reconciliation work software does faster and more reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-13-1031-21440",
    "score": 57,
    "band": "partial",
    "range": [
      50,
      64
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    "d": [
      3,
      0,
      0,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Requesting and chasing information from reinsurance brokers is routine correspondence that can be drafted and tracked automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-13-1031-21441",
    "score": 75,
    "band": "high",
    "range": [
      71,
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    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Producing standard reports from claims data is straightforward reporting work software already does.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:43:36.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-1031",
    "occupationId": null
  },
  {
    "taskId": "us-13-1031-21442",
    "score": 81,
    "band": "very high",
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      74,
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    "d": [
      4,
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      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Pulling a credit report from an agency is a standard lookup already done through their systems.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:08:06.879Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-13-1031-21443",
    "score": 3,
    "band": "minimal",
    "range": [
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    "d": [
      1,
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      2,
      3,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Attending a mediation or trial means a person physically representing the insurer in the room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:43:36.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-1031",
    "occupationId": null
  },
  {
    "taskId": "us-13-1031-21444",
    "score": 37,
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      30,
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    "d": [
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      0,
      1,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Verification requests are easy to draft, but getting candid background from a former colleague depends on the conversation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:43:36.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-1031",
    "occupationId": null
  },
  {
    "taskId": "us-13-1031-21445",
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    "d": [
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      3,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "A settlement figure can be calculated, but agreeing it with a claimant is a negotiation resting on trust and authority.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:43:36.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-1031",
    "occupationId": null
  },
  {
    "taskId": "us-13-1032-7246",
    "score": 81,
    "band": "very high",
    "range": [
      77,
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    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Parts prices and labor times come from standard manuals, and estimating software already does this routinely.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:43:16.830Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-1032",
    "occupationId": null
  },
  {
    "taskId": "us-13-1032-7247",
    "score": 26,
    "band": "low",
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      19,
      33
    ],
    "d": [
      2,
      1,
      1,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Agreeing a final repair figure with a body shop is a negotiation between two people who deal with each other repeatedly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:43:16.830Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-1032",
    "occupationId": null
  },
  {
    "taskId": "us-13-1032-7248",
    "score": 25,
    "band": "low",
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    ],
    "d": [
      2,
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      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Photo-based appraisal handles many claims now, but hidden structural and mechanical damage still needs someone at the car.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:43:16.830Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-1032",
    "occupationId": null
  },
  {
    "taskId": "us-13-1032-7249",
    "score": 81,
    "band": "very high",
    "range": [
      77,
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    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Comparing repair cost against the car's pre-accident value is a straightforward calculation against published values.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:43:16.830Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-1032",
    "occupationId": null
  },
  {
    "taskId": "us-13-1032-7250",
    "score": 81,
    "band": "very high",
    "range": [
      77,
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    ],
    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Salvage values come from published market data, which software looks up and applies reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:43:16.830Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-13-1032-7251",
    "score": 81,
    "band": "very high",
    "range": [
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    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Estimating software produces the repair costs and fills the insurance forms from the damage details.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:43:16.830Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-13-1032-7252",
    "score": 41,
    "band": "partial",
    "range": [
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    "d": [
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      2,
      2
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    "rationale": "Checking promotional copy and labelling against written rules is the sort of comparison software does well.",
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    "rationale": "Course material is easy to produce, but staff take training better from a person answering their questions.",
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    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text-only",
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      3
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    "promptVersion": "task_scoring_v1.0",
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  {
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  {
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      3
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    "rationale": "Keeping event records and financial details up to date is straightforward record-keeping that software already does well.",
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    "modelId": "claude-opus-5",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      2,
      2
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    "rationale": "Software can prepare terms and benchmark prices, but hotels and speakers still negotiate with a person who can trade concessions.",
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    "modelId": "claude-opus-5",
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    "rationale": "Sponsor and committee meetings turn on live discussion and agreement, though the budgets and papers behind them can be prepared automatically.",
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    "modelId": "claude-opus-5",
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    "rationale": "Comparing providers against customer requirements is structured analysis, with the final choice discussed.",
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    "modelId": "claude-opus-5",
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    "promptVersion": "task_scoring_v1.0",
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      3
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    "rationale": "Registration already runs on software, so setting it up and managing sign-ups is highly automatable apart from the desk on the day.",
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    "keyingScheme": "text-only",
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    "rationale": "Publicity plans, copy and sponsorship pitches are content and campaign work that software drafts to a usable standard.",
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    "modelId": "claude-opus-5",
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    "rationale": "Permit applications are forms built from known details, though fire and health departments decide and site visits sometimes apply.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3
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    "confidence": "medium",
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      4
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      3
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    "confidence": "medium",
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    "rationale": "Gift-matching schemes follow documented designs that tools draft, with employers still to be won over.",
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    "rationale": "Campaign plans can be drafted quickly, but the useful detail comes from knowing this charity's donors.",
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    "rationale": "Annual appeals and mail campaigns are well-understood programs tools can plan and largely run.",
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    "modelId": "claude-opus-5",
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    "rationale": "Giving strategies follow well-documented patterns that tools draft strongly from your own donor data.",
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      4
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    "rationale": "Online auctions and donation pages run on standard platforms that tools set up and manage well.",
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    "rationale": "Supervising staff and volunteers depends on being someone they will follow.",
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  {
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      39,
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      3
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      2
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-13-1131",
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  {
    "taskId": "us-13-1131-18918",
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      3
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    "rationale": "Budget and expense tracking is standard finance work that software handles.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-1131",
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  },
  {
    "taskId": "us-13-1131-18919",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Tracking how a campaign is going against target is reporting work software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:51:59.674Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-1131",
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  },
  {
    "taskId": "us-13-1131-18920",
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    "d": [
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      1,
      3
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    "confidence": "medium",
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    "rationale": "Event planning can be largely drafted, but running an auction or a walk on the day needs people there.",
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    "modelId": "claude-opus-5",
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  {
    "taskId": "us-13-1131-18921",
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      2
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      2
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    "rationale": "Getting someone to actually commit money usually happens in a conversation with someone they trust.",
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    "modelId": "claude-opus-5",
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  {
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    "confidence": "high",
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    "rationale": "Asking for a donation face to face depends on the relationship behind the ask.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "d": [
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      4
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    "confidence": "medium",
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    "rationale": "Speeches and press releases draft well, though the voice and the final call stay with a person.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Funding applications can be drafted automatically but need heavy editing to match a specific funder.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      3
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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    "confidence": "medium",
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    "rationale": "Getting supplies and donations to the right place involves physical logistics on the day.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-1131",
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  {
    "taskId": "us-13-1131-18928",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Building and maintaining a media contact list is routine data work.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-1131",
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  {
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      3
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    "confidence": "high",
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    "rationale": "Stuffing envelopes and packing gift bags is physical preparation by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-1131",
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  {
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      2
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    "rationale": "Booking a speaker depends on who you know and can persuade to say yes.",
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    "keyingScheme": "text-only",
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    "confidence": "high",
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    "rationale": "Thank-you letters are short, templated writing that tools personalize well at scale.",
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    "modelId": "claude-opus-5",
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    "rationale": "Fundraising reports and presentations are built directly from data the organization already holds.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Grading a job and setting exempt status follows published criteria that software applies consistently.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "unstable": false,
    "rationale": "Filing rules are written down and checkable, but someone accountable has to stand behind the company's compliance.",
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    "modelId": "claude-opus-5",
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    "modelId": "claude-opus-5",
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    "rationale": "Selection, promotion and pay methods are well documented, so tools draft strong options for people to choose between.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "keyingScheme": "text-only",
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    "rationale": "Job descriptions and pay scales draw on huge amounts of public reference data, which tools use very effectively.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Records and handbooks are template-driven documents that software produces to a high standard.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "rationale": "Charts and summary reports are built straight from data the organization already holds.",
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    "modelId": "claude-opus-5",
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    "rationale": "Enrollments, claims and carrier paperwork are structured processes software runs well, with a person handling exceptions.",
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    "rationale": "Bargaining and mediation turn on live judgment and trust at the table.",
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    "rationale": "Appraisal and equity programs follow documented designs, though rolling them out depends on people.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Multi-factor cost analysis is exactly the kind of number work software does quickly and reliably.",
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    "unstable": false,
    "rationale": "Comparing benefit and safety practices is desk research that tools do quickly and thoroughly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Analyzing workforce and industry data is well suited to software, with people framing the questions.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "rationale": "Summarizing someone's qualifications against a role is straightforward matching work for software.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-1141",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Job analysis questionnaires follow established methods that tools reproduce well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-1141",
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  {
    "taskId": "us-13-1141-3368",
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      4
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      4
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  {
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  {
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      3
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    "rationale": "Process documents and automated replies are easy to produce; embedding them in how a team works takes people.",
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  {
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      1,
      3
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  {
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      3
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    "rationale": "Requirements documents draft well, but agreeing them with designers and engineers is joint decision-making.",
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  {
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      3
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    "confidence": "medium",
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    "rationale": "Contract review drafts well, but negotiation is back-and-forth between people with legal sign-off at the end.",
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  {
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  {
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      3
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    "unstable": false,
    "rationale": "Policy templates are widely published, though security decisions need review by the people accountable for them.",
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      3
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      0,
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      4
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    "rationale": "Writing web code against documented standards is one of the strongest current uses of AI, with developers reviewing.",
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  {
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    "rationale": "Catalogue data can be checked and updated automatically, though coordinating across departments relies on working with colleagues.",
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  {
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      4
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    "confidence": "high",
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    "rationale": "These trends come from public search and social data, which AI can gather and analyse continuously.",
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  {
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      3
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    "confidence": "high",
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    "rationale": "Spreadsheet forecasting uses standard methods and the companys own figures, so models can be built largely automatically.",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Outreach messages draft easily, but link placements are won through relationships with real publishers and editors.",
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      4
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    "confidence": "high",
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    "rationale": "Keyword analysis and placement follow documented patterns in data tools, making this a natural fit for automation.",
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    "confidence": "medium",
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    "rationale": "Ad platforms are increasingly automated and AI writes the creative, though spending decisions stay with the marketer.",
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  {
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    "confidence": "high",
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    "rationale": "Web analytics platforms already collect these numbers, and interpreting them follows widely documented methods.",
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  {
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  {
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      4
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    "rationale": "Analytics setup follows published documentation and standard code snippets, so AI can do most of the configuration.",
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  {
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    "rationale": "Combining search data with other sources to understand what people want is quick, large-scale work for AI.",
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  {
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    "rationale": "The technical recommendations are well documented, but coordinating changes with a development team involves working with people.",
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  {
    "taskId": "us-13-1161-20321",
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    "rationale": "Content planning is well documented and AI drafts strong plans, though brand judgment and sign-off stay with the team.",
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  {
    "taskId": "us-13-1161-20322",
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    "unstable": false,
    "rationale": "Scanning and summarising new tools suits AI well; the recommendation still reflects the companys own priorities.",
    "promptVersion": "task_scoring_v1.0",
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  {
    "taskId": "us-13-1161-20323",
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  {
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    "rationale": "Choosing and reporting campaign measures draws on widely published standards and data already in the platforms.",
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  {
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    "confidence": "high",
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    "rationale": "Designing and reading split tests is a well-documented statistical routine on data the tools already collect.",
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  {
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    "confidence": "high",
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    "rationale": "Search data comes straight from analytics tools and the reporting repeats, so most of it can be automated.",
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  {
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    "confidence": "high",
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    "rationale": "Conversion analysis and test design follow documented methods on the sites own data, so software does much of it.",
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    "confidence": "medium",
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    "rationale": "Submissions can be automated, but negotiating placement and price is a commercial conversation between people.",
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  {
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    "confidence": "medium",
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      3
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    "rationale": "Uploading images and video to a storefront is a routine system step software can carry out.",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Reordering stock to hit target levels is a calculation replenishment software already runs.",
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    "rationale": "Joining up online and shop-floor retailing takes analysis plus agreement from the people running each side.",
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    "rationale": "Setting prices from cost, competitor and demand data is what repricing software already does.",
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Publishing standard terms and merchant details follows set wording, with legal checking happening separately.",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Sending confirmation emails after a purchase is already fully automated in most shops.",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Creating and managing orders and invoices is exactly what order software is built to do.",
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    "rationale": "Building and maintaining a customer account database is routine data work software does reliably.",
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    "rationale": "Designing brochures and signage suits software, but handing them out happens in the real world.",
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    "rationale": "Getting content placed depends on working through it with the specialists doing the placing.",
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      3
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    "rationale": "Cancelling an order against a stated reason is a rules-based system action software handles.",
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    "confidence": "high",
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    "rationale": "Delivering digital files to a buyer over the internet is an automated step.",
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    "modelId": "claude-opus-5",
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    "rationale": "Comparing hosting, payment and cart services against needs is research and comparison software does well.",
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    "rationale": "Drafting posts, emails and ads suits software, though community posting works better with a real voice behind it.",
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    "rationale": "Passing orders to a distributor is automatic, but boxing up goods is done by hand.",
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      3
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    "rationale": "Measuring site traffic and drawing conclusions from it is analytics work software does well.",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Listings can be searched online, but estate sales and trade shows mean turning up to see the goods.",
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    "unstable": false,
    "rationale": "Researching which products are worth selling is data and market analysis, though some sources are offline.",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Starting listings through auction software is a routine system action.",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Encryption and firewall settings can be configured, but redundant servers and hardware need physical setup.",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Coming up with and registering a domain name is a routine, well-documented online task.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Drafting a business plan covering range, pricing and marketing is structured document work software handles well.",
    "promptVersion": "task_scoring_v1.0",
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  {
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    "rationale": "Choosing where listings appear is analysis of traffic and placement data software can do well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      4
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    "modelId": "claude-opus-5",
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    "rationale": "Taking payment through an electronic service is an automated transaction step.",
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      3
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    "rationale": "Reading regulations and codes and explaining what they require suits software, with legal sign-off elsewhere.",
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    "rationale": "Picking which people or transactions to look at more closely is analysis of available records.",
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      3
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    "rationale": "Setting up and testing emergency contact lists is routine administrative work software manages well.",
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    "rationale": "Designing a risk-reduction service is judgement work, and putting it into practice involves real systems.",
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    "confidence": "medium",
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    "rationale": "Drafting a recovery budget from cost data suits software, though the priorities behind it are set by people.",
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    "rationale": "Training material is easy to draft, but running the sessions still involves standing in front of people.",
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    "rationale": "Running a real recovery test means coordinating live systems and people, not just writing the script.",
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    "rationale": "Reading existing plans and pointing out gaps is document review, a strong fit for software.",
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    "rationale": "Monitoring methods can be recommended from documented practice, though implementing them needs someone accountable.",
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      3
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    "rationale": "Summarising operational and financial results into a report is structured writing software does accurately.",
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    "rationale": "Working out how long a function can be down and what it needs back is structured analysis.",
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    "rationale": "Overseeing a contingency plan in operation means coordinating people and systems as events unfold.",
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    "rationale": "Coordinating intelligence gathering across sources and people involves judgement and access software does not have.",
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      3
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    "rationale": "Finding trends and warning signs in intelligence data is pattern analysis software does well at scale.",
    "promptVersion": "task_scoring_v1.0",
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      3
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    "rationale": "Reviewing and rewriting proposals and policies is document work software does to a usable standard.",
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      3
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    "rationale": "Researching regulations, technology and market issues is reading and summarising, a strong fit for software.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      2,
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Records can flag a possible breach, but confirming one usually means going and looking.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Directing the staff who file and compile records is people management built on day-to-day working relationships.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Comparing budgets to actual spending and reporting the gaps is repeatable number work finance software already produces.",
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    "rationale": "Processing invoices for payment is high-volume, rule-based work that accounts-payable software already handles end to end.",
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    "taskId": "us-13-2020-21548",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Writing property descriptions from recorded details is exactly the sort of drafting AI does at high quality.",
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    "scoredAt": "2026-08-04T20:39:00.636Z",
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    "rationale": "Inspecting property means being there and looking at it.",
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    "unstable": false,
    "rationale": "Public registers are searchable databases, so looking up sales, leases and assessments is quick, reliable computer work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "confidence": "medium",
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    "rationale": "Pulling sold prices and land values for nearby properties is a database lookup software completes in seconds.",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-2071",
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    "taskId": "us-13-2071-18940",
    "score": 93,
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      89,
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      3
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    "confidence": "high",
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    "rationale": "Keeping account activity, notes and correspondence up to date is routine record-keeping inside existing systems.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-2071",
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  {
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Getting a creditor to bend depends on relationships and leverage that are not written down anywhere.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-2071",
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  {
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      84,
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    "d": [
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Client agreements and written recommendations follow templates that drafting tools produce very well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-2071",
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Deciding which debts to clear first is a documented calculation about interest and consequences.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-2071",
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  {
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      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Matching a client to helpful budgeting or credit materials draws on plenty of published resources.",
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    "keyingScheme": "text-only",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Options can be laid out clearly, but recommending bankruptcy normally requires a certified counselor in the loop.",
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    "modelId": "claude-opus-5",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Directories can be searched, but knowing which local agency actually helps is local knowledge.",
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  {
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    "rationale": "Rechecking a plan when circumstances change is a recalculation against records already on file.",
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    "keyingScheme": "text-only",
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  {
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    "d": [
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Housing advice is well documented, but certified housing counselors are normally required for this guidance.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-2071",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Researching how to stop a repossession or garnishment is documented legal and procedural digging.",
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    "keyingScheme": "text-only",
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  {
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    "rationale": "Housing action plans follow known program rules and can be drafted from the client’s situation.",
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    "keyingScheme": "text-only",
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  {
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    "confidence": "medium",
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    "rationale": "Payment runs are largely automated, but handling client trust money normally requires an accountable staff member.",
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    "rationale": "These topics are extensively documented publicly, though an anxious client often wants a person explaining them.",
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    "confidence": "high",
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    "rationale": "Loan types and eligibility rules are published in detail, though clients often want them explained by a person.",
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    "rationale": "Tracing missing payments through transaction records is exactly the kind of digging software is good at.",
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    "unstable": false,
    "rationale": "Course content is easy to prepare, but running a live seminar depends on a person in the room.",
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    "rationale": "The decision follows written limits software can apply, but a bank still needs an authorised person answerable for approving the loan.",
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    "rationale": "Credit and property data are already scored automatically, so software can draft the feasibility assessment, with staff confirming borderline cases.",
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    "rationale": "Loan types and terms are thoroughly documented, so software explains them well, though customers often want a person to talk it through.",
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    "rationale": "Credit reports and financial statements can be pulled and compiled automatically, with only light chasing of the applicant for missing items.",
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    "rationale": "Checking an agreement against policy is document work software does well, though unusual clauses still need an experienced person to look.",
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    "rationale": "Working out payment schedules is standard arithmetic that software does instantly and accurately every time.",
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    "rationale": "Product and market news is public and plentiful, so software produces the summaries that keep someone current on new lending options.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Assembling the application file and passing it to credit analysts is routine paperwork that software handles end to end.",
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    "rationale": "Software drafts good responses to common complaints, but an upset customer usually wants a person who can reassure them and act.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Software can sketch options, but working out what someone really wants from their money depends on trust built with that particular client.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Marketing material is easy to generate, but winning business from individuals and firms still leans on someone customers already know.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Getting the best from a team depends on knowing individuals, handling day-to-day issues in person, and earning their respect.",
    "promptVersion": "task_scoring_v1.0",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Setting credit policy is a judgement call agreed between senior people about how much risk the firm will take.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Market analysis suits software well, but building a referral network is about long-running personal relationships with people who send business.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:49:18.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-2072",
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  {
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    "unstable": false,
    "rationale": "Delinquency letters and account handovers follow set templates and account data, so software can produce and route them reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:49:18.849Z",
    "keyingScheme": "text-only",
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  {
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    "unstable": false,
    "rationale": "Eligibility can be checked against database rules automatically, though certifying someone for financial aid still needs an accountable staff member.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-2072",
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  {
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    "d": [
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "The letters themselves are templated and easy to produce, but someone with authority has to put their name to them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:49:18.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-2072",
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  },
  {
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      89,
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    "d": [
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      0,
      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Working out debts, available funds and a payoff timeline is calculation software performs quickly from the figures supplied.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:49:18.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-2072",
    "occupationId": null
  },
  {
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    "band": "low",
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    "d": [
      2,
      0,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Sorting out a stuck mortgage file is a back-and-forth between colleagues where judgement and give-and-take settle the outcome.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:49:18.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-2072",
    "occupationId": null
  },
  {
    "taskId": "us-13-2072-21639",
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      39,
      53
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    "d": [
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      0,
      1,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can chase missing paperwork and answer common questions, though confused applicants and creditors often need a person on the phone.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:49:18.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-2072",
    "occupationId": null
  },
  {
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    "d": [
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Getting payment from someone in financial trouble depends on a live conversation and a plan they will actually agree to.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:49:18.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-2072",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Talking someone through overspending or family money troubles depends on trust and sensitivity built with that particular person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:49:18.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-2072",
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  {
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      0,
      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Ranking debts by interest rate and terms to cut total cost is a calculation software performs reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:49:18.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-2072",
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  {
    "taskId": "us-13-2072-21643",
    "score": 64,
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    "d": [
      4,
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      1,
      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Student finance schemes are publicly documented, so software explains them accurately, with occasional in-person talks to groups.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:49:18.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-2072",
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  {
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      0,
      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping account records current and correctly categorised is routine system work software does quickly and consistently.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:49:18.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-2072",
    "occupationId": null
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  {
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      4,
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      1,
      1,
      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Aid programme rules are published and eligibility matching is rule-based, so software can produce well-grounded recommendations.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:49:18.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-2072",
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  {
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      1,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Deciding which accounts to write off follows documented thresholds and account history that software can assess for review.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
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  {
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    "score": 93,
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    "d": [
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      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Checking bills against agreed terms and balances is exactly the kind of consistent, repetitive checking software excels at.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:49:18.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-2072",
    "occupationId": null
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  {
    "taskId": "us-13-2081-5288",
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    "d": [
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      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Collecting tax is a legal power exercised by an authorized officer, sometimes in person, not simply a calculation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
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  {
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      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Tax law changes are published in full, so keeping up to date is well suited to automatic summarising.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
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  {
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    "score": 93,
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping a case record of contacts and actions taken is exactly the sort of logging software does reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-2081",
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  {
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    "d": [
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      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Talking a taxpayer through a disputed return needs an authorized officer who can respond to argument and reach an agreement.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-2081",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Chasing missing documents by letter is easily automated; the phone calls add a human element but stay fairly routine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-2081",
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    "score": 88,
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      0,
      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Spotting a delinquent account and issuing the standard notice is rule-driven paperwork that systems already generate automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-2081",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Working out an over- or underpayment is arithmetic against published rules, though releasing money still needs an authorized officer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-2081",
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Deciding whether a claimed deduction is allowed is applying published tax law to figures, which software does well for ordinary cases.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-2081",
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  {
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    "score": 56,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Selecting returns for audit and scoping the work is pattern analysis software handles well, subject to an agent's judgment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-2081",
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  {
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    "score": 93,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Keying return information into a processing system is routine data entry that software already handles end to end.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-2081",
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  {
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Examining accounting records against statute is document work software does well, though field audits mean visiting the business.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-2081",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Setting and tracking payment deadlines is straightforward system work, though the deadline itself is imposed under an officer's authority.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-2081",
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  {
    "taskId": "us-13-2081-5302",
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Checking names, numbers and arithmetic against supporting documents is the clearest example of work software does faster and more accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:00:00.000Z",
    "keyingScheme": "text-only",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Analyzing a taxpayer's assets and liabilities is financial analysis software does well, though the resolution is settled by an agent.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-2081",
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Choosing between a payment plan, garnishment or seizure follows documented criteria, but the decision is legally an officer's to make.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-2081",
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Getting a taxpayer to agree to a settlement is a negotiation carried out under an officer's legal authority.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-2081",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Drafting the brief can be largely automated, but searching premises and seizing records is physical work with legal authority.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:00:00.000Z",
    "keyingScheme": "text-only",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Preparing and directing service of legal documents is well documented, but issuing them is a legally restricted official act.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-2081",
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    "band": "partial",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Tracing liens, mortgages and assets through public and third-party records is search work software does quickly and thoroughly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-13-2081",
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  {
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    "score": 11,
    "band": "minimal",
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    "rationale": "Building assessment tools for green products is documented analytical work software produces to a usable standard.",
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    "rationale": "Writing code in common languages is one of the things software has become genuinely good at.",
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    "rationale": "Setting parameters for network gear follows published patterns, applied to this workplace’s own equipment list.",
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    "rationale": "Pulling and terminating network and fiber cable is physical work in ceilings and risers.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-17-1021",
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      3
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    "confidence": "high",
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    "rationale": "Updating maps with corrections is largely automated database work, with a specialist confirming the result.",
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    "modelId": "claude-opus-5",
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    "unstable": false,
    "rationale": "Checking a finished map for completeness and errors is a systematic comparison software is good at.",
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    "modelId": "claude-opus-5",
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  {
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    "modelId": "claude-opus-5",
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    "rationale": "Turning survey data and imagery into maps is heavily automated, though a cartographer still judges the result.",
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    "modelId": "claude-opus-5",
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    "modelId": "claude-opus-5",
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    "rationale": "Picking out features from aerial imagery is something image software now does well, with a specialist checking tricky areas.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
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    "rationale": "Building and updating spatial databases is well-documented computer work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "unstable": false,
    "rationale": "Producing maps, charts and terrain models is computer work, and much of the drawing is already automated.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Deciding which sources are good enough is a judgment call about accuracy and provenance that an organization owns.",
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    "modelId": "claude-opus-5",
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    "d": [
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Old deeds and records are often messy and ambiguous, and boundary calls normally need a licensed surveyor.",
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    "modelId": "claude-opus-5",
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  {
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    "confidence": "high",
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    "rationale": "Checking features on the ground means travelling to the area and looking.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "rationale": "Drafting the maps and legal descriptions is well-defined work, but a licensed surveyor certifies them and carries the liability.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:40:00.000Z",
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    "rationale": "Checking measurements and calculations against each other is exactly the kind of cross-checking software is good at.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Settling where a legal property line falls requires a licensed surveyor and time in the field with the deeds.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Modern survey instruments record shape, elevation and position straight into a digital file.",
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    "modelId": "claude-opus-5",
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    "modelId": "claude-opus-5",
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    "rationale": "Land records and deeds are increasingly online, so searching and pulling the relevant ones is largely a screen task.",
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    "rationale": "Writing a survey proposal from the client's specifications is document work with a fairly standard shape.",
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    "rationale": "Setting design criteria for survey instruments is specialist engineering judgement built on hands-on experience with the kit.",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Researching new mapping methods is open-ended work where a machine can help but the original thinking is human.",
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    "unstable": false,
    "rationale": "Working out where the stakes go can be calculated, but driving them into the ground happens on site.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Surveying a waterway means getting a boat and equipment out onto the water.",
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      1,
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      3
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    "confidence": "high",
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      3
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    "confidence": "medium",
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    "rationale": "Analysing how efficiently dams, canals and pipes move water is calculation from operating data.",
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    "rationale": "Storm water and river work mixes analysis with design that a licensed engineer must produce.",
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    "d": [
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    "confidence": "medium",
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    "rationale": "Sludge treatment and disposal options are well documented, so comparing them is research and analysis.",
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      3
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    "confidence": "medium",
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    "rationale": "Water tank and storage design must be produced under a licensed engineer.",
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    "confidence": "medium",
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    "rationale": "Runoff and water supply network design must be produced under a licensed engineer.",
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    "rationale": "Lift station and well design must be produced under a licensed engineer.",
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      3
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    "confidence": "medium",
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    "rationale": "Water distribution design must be produced under a licensed engineer, even with modelling software doing the sums.",
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      3
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    "confidence": "high",
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    "rationale": "Sludge plant design is one-off engineering that a licensed engineer has to produce.",
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  {
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    "confidence": "medium",
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    "rationale": "Sewer and pumping system design must be produced under a licensed engineer.",
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    "rationale": "Treatment plant design is complex one-off engineering that a licensed engineer has to produce.",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Green design options are well documented, but the structural design itself must be signed off by a licensed engineer.",
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    "d": [
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Toxic waste disposal design is specialised work that must be done under a licensed engineer.",
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning up a contaminated site is hands-on engineering that a licensed professional has to direct.",
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    "rationale": "Compliance rules are documented, but directing the work and standing behind the outcome falls to a qualified engineer.",
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    "confidence": "medium",
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    "rationale": "Drainage and erosion control design must be produced under a licensed engineer.",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Sustainable material choices are documented, but the design itself must come from a licensed engineer.",
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    "rationale": "Demolition and site restoration plans can be drafted from documented practice, though an engineer stays answerable.",
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    "rationale": "Standards are written down, but judging the actual materials usually means examining them where they are.",
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    "confidence": "high",
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    "rationale": "Checking a finished project against environmental rules means going and seeing the site.",
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    "rationale": "Advice can be researched, but people take engineering guidance from a named professional they can question.",
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    "rationale": "Running the work at a project site means being there and directing people day to day.",
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    "rationale": "Drafting tools can generate much of the layout, but the finished design has to come from a licensed engineer.",
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    "rationale": "Reading maps, surveys and drawings to pull out what matters is document analysis a computer does well.",
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    "rationale": "Efficiency reviews run on operating data, though an engineer signs off and sometimes visits the plant.",
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    "rationale": "Summaries of new technology are easy to generate, but the skill itself has to be built by the engineer.",
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    "rationale": "Analyzing test data is a strong fit for software, but the hardware has to be tested on a bench.",
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    "rationale": "Performance data can be watched remotely, but changing equipment to bring it into spec means working on it.",
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      2
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      3
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    "rationale": "Recommending environmental control equipment uses published specifications, though the installation area must be assessed in person.",
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      2
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      3
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    "rationale": "Purchase specifications follow standard formats and catalog data, so software can produce a solid draft needing only light checking.",
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    "rationale": "Building a capital program is mostly analysis and writing, though the priorities come from people inside the organization.",
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    "rationale": "Renewable systems can be modeled and sized by software, but the finished design carries engineering responsibility and site-specific choices.",
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    "rationale": "Cost estimates follow standard methods, but the deciding numbers are local labor and material prices the estimator knows.",
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    "rationale": "Working out what went wrong from complaint records suits software, though confirming it usually needs a visit or a call.",
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      3
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    "rationale": "Layout tools generate workable room arrangements, though the final plan still needs a drafter’s judgement.",
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      3
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    "modelId": "claude-opus-5",
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    "rationale": "Correlating and adjusting survey and log data is number work software handles reliably.",
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    "modelId": "claude-opus-5",
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    "rationale": "Checking dimensions and numbering material lists is routine data work modeling software already does.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Writing the procedures and instructions from specifications is documentation work software drafts quickly.",
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    "modelId": "claude-opus-5",
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    "rationale": "Earthwork volumes and haul diagrams are standard calculations software produces reliably.",
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    "rationale": "Producing colored presentation drawings is exactly what current image and design tools do well.",
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    "rationale": "The calculations are routine, but an engineer is expected to stand behind structural figures.",
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    "unstable": false,
    "rationale": "Plotting borehole depth and inclination from survey data is a straightforward data-to-drawing job.",
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    "modelId": "claude-opus-5",
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    "confidence": "medium",
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    "rationale": "Running copies and tracing plans by hand is physical work with paper and instruments.",
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    "rationale": "Heat loss and gain calculations follow standard procedures that software runs faster and more consistently.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
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    "rationale": "Estimates, bid documents and technical reports are written material software drafts well, with supervision.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Standing in for the architect on site means physically being there to see the work.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Checking drawings and specifications against the design intent is document review software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Wiring diagrams and cable cross-sections follow set conventions, so drafts come out usable with light correction.",
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    "rationale": "Lighting and power layouts follow documented rules, but the design still carries professional responsibility.",
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    "rationale": "Drawing proposed work to scale against existing facilities is drafting work, though the site details must be accurate.",
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    "rationale": "Most copies are now printed digitally, though someone still stands at the plotter or works in ink.",
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    "rationale": "Generating the output files for photo masks or plotting is a documented software step.",
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    "rationale": "Writing technical reports and building charts from data is one of the strongest uses of these tools.",
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    "rationale": "Preparing specifications and calculating weights, volumes and stress factors is documented, checkable arithmetic.",
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    "rationale": "Running the calculations behind detailed specifications is straightforward for software, with an engineer approving the result.",
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    "rationale": "Comparing how practices affect milk or egg quality is data analysis software handles well once results are collected.",
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    "rationale": "AI can suggest known best practice, but improving it takes trials in real barns and herds.",
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    "rationale": "Selection decisions can be modeled, but running a breeding program means working with real animals over years.",
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  {
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  {
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  {
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  {
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      1
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  {
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    "confidence": "medium",
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    "rationale": "Analysis can inform it, but deciding whether a case goes to court is an official legal judgment.",
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    "rationale": "Taking a drug or alcohol test sample is a physical procedure done in person.",
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    "confidence": "high",
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    "rationale": "Curfew checks and visits to home, work or school mean physically going there.",
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    "modelId": "claude-opus-5",
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  {
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    "scoredAt": "2026-08-05T12:40:00.000Z",
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    "rationale": "Benefit rules are published, but advice on money or household habits only lands if the client trusts you.",
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    "modelId": "claude-opus-5",
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      3
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      3
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  {
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      3
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  {
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      3
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    "rationale": "An abuse or neglect report has to be made by the person legally responsible for reporting it.",
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    "rationale": "Prayer and spiritual leadership only mean something when a real person offers them, usually alongside the people involved.",
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    "rationale": "Reading scripture in a service is something the gathered community expects a person present in the room to do.",
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    "rationale": "A sermon can be drafted digitally, but the part that lands depends on a trusted person delivering it to their own congregation.",
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    "rationale": "Leading worship is an in-person role usually reserved for someone ordained, whatever help the planning gets from software.",
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    "rationale": "Writing articles on religious topics is well suited to software, but speaking and teaching mean showing up in person.",
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      3
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    "unstable": false,
    "rationale": "Teaching someone into a faith is a personal relationship over time, though the teaching material can be prepared digitally.",
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      4
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    "rationale": "Reworking materials for different reading levels and interests is a writing job software does quickly and well.",
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    "rationale": "Software writes strong explanations, but holding the attention of a room of teenagers is done in person by a qualified teacher.",
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    "rationale": "Design tools produce good poster artwork, but building and setting up a physical display is manual.",
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    "rationale": "Deciding the catalog number is easy for software; putting the books back on the right shelves is not.",
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  {
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  {
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "rationale": "Scanning publications and competing products for ideas is exactly the kind of wide reading software does quickly.",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Ornamental and packaging graphics are produced well by design software, with the designer choosing and refining.",
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    "modelId": "claude-opus-5",
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    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Supervising assistants is a day-to-day working relationship with particular people.",
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  {
    "taskId": "us-27-1021-6908",
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    "confidence": "high",
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    "rationale": "Making a physical model in wood, metal or fabric is workshop work with tools in hand.",
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      3
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      3
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    "modelId": "claude-opus-5",
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      1,
      3
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    "modelId": "claude-opus-5",
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      2,
      2
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    "unstable": false,
    "rationale": "Advice on corporate image can be drafted at a screen, but clients act on it because they trust the adviser.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      2,
      2
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    "confidence": "high",
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    "rationale": "Directing pattern cutters and sample makers means guiding people at the workbench.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:27:23.895Z",
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    "confidence": "high",
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    "rationale": "Judging how a garment hangs on a real body means seeing and handling it.",
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    "modelId": "claude-opus-5",
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    "modelId": "claude-opus-5",
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      3
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    "rationale": "Working out who a design is for is market analysis AI does well from available data.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-27-1022",
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    "confidence": "medium",
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    "rationale": "Trend-spotting from magazines is easy for AI; attending the shows themselves is not.",
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    "rationale": "Choosing fabric depends partly on how it feels and drapes in your hands.",
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    "rationale": "Getting samples in front of buyers and showing them is physical, in-person work.",
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    "d": [
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    "confidence": "medium",
    "unstable": false,
    "rationale": "AI can restyle a look for the mass market, but cost and manufacturing limits need designer judgment.",
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    "confidence": "high",
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    "rationale": "Sourcing and buying actual clothing and trims means going out and getting them.",
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    "rationale": "Visiting showrooms to see and feel new fabrics means being there.",
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  {
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    "rationale": "Designing together with other designers is a back-and-forth between people.",
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    "rationale": "Setting a style's price is a costing and positioning calculation software supports well.",
    "promptVersion": "task_scoring_v1.0",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Drawing, cutting and marking patterns on cloth is hands-on work with scissors and tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "confidence": "medium",
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    "rationale": "Building and selling a product range through boutiques involves real buyers and real stock.",
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    "modelId": "claude-opus-5",
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    "unstable": false,
    "rationale": "Scripts are easy to read and interpret, but agreeing a look with a director is a conversation.",
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    "modelId": "claude-opus-5",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Care labels come from real fabric testing in a laboratory.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "confidence": "high",
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    "rationale": "Sewing a sample garment together requires hands at a machine.",
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      3,
      2
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      2,
      3
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  {
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      3
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      2
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      2,
      2
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      3
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    "rationale": "Software can flag mismatches in shop drawings, but a designer still stands behind what actually gets built.",
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    "confidence": "high",
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    "rationale": "Photographing a finished display means being in the store with a camera.",
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    "rationale": "Dressing a mannequin is physical handling of clothes and a figure.",
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    "rationale": "Teaching staff to coordinate colors on racks happens at the rack, showing rather than telling.",
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    "rationale": "Press kits, posters, brochures and invitations are standard promotional writing software drafts well.",
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    "rationale": "Teaching acting works through live response to a student in the room.",
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      4
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    "rationale": "Compiling scripts, program notes and production paperwork is document assembly software does quickly.",
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    "rationale": "Budgeting, scheduling and marketing planning are structured management tasks software drafts well.",
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    "rationale": "Editing tools now assemble rough cuts, but shaping the final sequence remains a judgment call.",
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    "rationale": "Location options can be researched at a screen, but choosing one usually means seeing it.",
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    "rationale": "Tracing who owns footage is searchable, but agreeing terms is a negotiation between people.",
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    "rationale": "Writing and submitting a project bid is structured proposal work software drafts strongly.",
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    "modelId": "claude-opus-5",
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    "rationale": "Marketing plans for a finished production follow familiar structures software drafts well.",
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    "unstable": false,
    "rationale": "Running a rehearsal means being in the room showing and correcting dancers as they move.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:55:12.172Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-27-2032",
    "occupationId": null
  },
  {
    "taskId": "us-27-2032-11029",
    "score": 50,
    "band": "partial",
    "range": [
      43,
      57
    ],
    "d": [
      2,
      0,
      0,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Reading a score or story and proposing how it might become movement is interpretation software can draft roughly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:55:12.172Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-27-2032",
    "occupationId": null
  },
  {
    "taskId": "us-27-2032-11030",
    "score": 11,
    "band": "minimal",
    "range": [
      4,
      18
    ],
    "d": [
      1,
      2,
      0,
      1,
      1
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Designing dance for particular bodies and companies is creative work software can only nudge, not produce.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:55:12.172Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-27-2032",
    "occupationId": null
  },
  {
    "taskId": "us-27-2032-11031",
    "score": 50,
    "band": "partial",
    "range": [
      43,
      57
    ],
    "d": [
      2,
      0,
      0,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can suggest music and sound to fit a piece, but the final artistic choice stays with the choreographer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:55:12.172Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-27-2032",
    "occupationId": null
  },
  {
    "taskId": "us-27-2032-11032",
    "score": 6,
    "band": "minimal",
    "range": [
      0,
      13
    ],
    "d": [
      1,
      3,
      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Advising dancers on safe movement depends on watching their bodies and correcting them there and then.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:55:12.172Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-27-2032",
    "occupationId": null
  },
  {
    "taskId": "us-27-2032-11033",
    "score": 32,
    "band": "low",
    "range": [
      25,
      39
    ],
    "d": [
      2,
      1,
      0,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Coordinating music with a music director is working-level conversation that mostly happens between two people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:55:12.172Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-27-2032",
    "occupationId": null
  },
  {
    "taskId": "us-27-2032-11034",
    "score": 4,
    "band": "minimal",
    "range": [
      0,
      8
    ],
    "d": [
      1,
      3,
      0,
      2,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Auditioning dancers means watching them move in front of you and judging fit.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:55:12.172Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-27-2032",
    "occupationId": null
  },
  {
    "taskId": "us-27-2032-11035",
    "score": 4,
    "band": "minimal",
    "range": [
      0,
      11
    ],
    "d": [
      1,
      3,
      0,
      2,
      1
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Staging a dance for an audience means directing performers in the space as they rehearse and perform.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:55:12.172Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-27-2032-11036",
    "score": 38,
    "band": "low",
    "range": [
      31,
      45
    ],
    "d": [
      2,
      1,
      0,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Ideas and sketches for a dance can be prompted by software, but the useful ones come from the choreographer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:55:12.172Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-27-2032",
    "occupationId": null
  },
  {
    "taskId": "us-27-2032-11037",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Training and staying fit is something only the choreographer’s own body can do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:55:12.172Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-27-2032-11038",
    "score": 6,
    "band": "minimal",
    "range": [
      0,
      13
    ],
    "d": [
      1,
      3,
      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Teaching rhythm and interpretive movement happens live, with the teacher demonstrating and responding.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:55:12.172Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-27-2032",
    "occupationId": null
  },
  {
    "taskId": "us-27-2032-11039",
    "score": 4,
    "band": "minimal",
    "range": [
      0,
      11
    ],
    "d": [
      1,
      3,
      0,
      2,
      1
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Judging what a dancer needs to improve depends on watching them dance in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:55:12.172Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-27-2032",
    "occupationId": null
  },
  {
    "taskId": "us-27-2032-11040",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Trying steps and placements out on real dancers happens in a studio with bodies moving.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:55:12.172Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-27-2032",
    "occupationId": null
  },
  {
    "taskId": "us-27-2032-11041",
    "score": 43,
    "band": "partial",
    "range": [
      36,
      50
    ],
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      2,
      1,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Gathering influences from theatre, art and architecture is research, though what actually inspires a choreographer stays personal.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:55:12.172Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-27-2032",
    "occupationId": null
  },
  {
    "taskId": "us-27-2032-11042",
    "score": 32,
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      25,
      39
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      2,
      1,
      0,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Set, lighting and costume ideas can be drafted digitally, but they are agreed in collaboration with the cast.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-27-2032",
    "occupationId": null
  },
  {
    "taskId": "us-27-2032-11043",
    "score": 32,
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      25,
      39
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    "d": [
      2,
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      0,
      0,
      1
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Notating movement can be helped by software, but dance notation is specialist and very little of it is public.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-27-2032",
    "occupationId": null
  },
  {
    "taskId": "us-27-2032-11044",
    "score": 5,
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      12
    ],
    "d": [
      1,
      3,
      0,
      1,
      1
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Restaging an existing work means rebuilding it on dancers in the studio.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:55:12.172Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-27-2032-11045",
    "score": 37,
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      44
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    "d": [
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      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Running a dance school involves ordinary admin software helps with, plus decisions the owner makes in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:55:12.172Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-27-2032",
    "occupationId": null
  },
  {
    "taskId": "us-27-2041-22544",
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      4
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      4,
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      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Shaping a live performance with gestures only works with the conductor standing in front of the players.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:39:01.278Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-27-2041",
    "occupationId": null
  },
  {
    "taskId": "us-27-2041-22545",
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      4,
      0,
      3,
      1
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    "unstable": false,
    "rationale": "Directing players in rehearsal or performance means standing in front of them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:39:01.278Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
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      0,
      2
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    "rationale": "Learning a score and forming an interpretation happens inside the player’s own practice and cannot be handed over.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
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  },
  {
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    "d": [
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      0,
      0,
      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Music theory is exceptionally well documented and tools produce usable harmonies, though the result usually needs shaping.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:39:01.278Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-27-2041-22548",
    "score": 50,
    "band": "partial",
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      43,
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    "d": [
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      0,
      0,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Choosing repertoire is a written decision, but it hinges on knowing what your particular players can do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:39:01.278Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-27-2041",
    "occupationId": null
  },
  {
    "taskId": "us-27-2041-22549",
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    "band": "partial",
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Deciding on instruments, rhythms and balances is written planning work with plenty of published precedent.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:39:01.278Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-27-2041",
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  },
  {
    "taskId": "us-27-2041-22550",
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      0,
      3
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    "rationale": "Trying out sounds and ideas on synths and computers is screen work, though the judging is personal.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-27-2041",
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  },
  {
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    "score": 75,
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      3
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    "confidence": "medium",
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    "rationale": "Turning a played idea into written notation is largely automated by notation software, with the musician tidying mistakes.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-27-2041-22552",
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    "band": "minimal",
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    "d": [
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      2,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Auditioning performers means hearing them in the room and trusting your own ear.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:39:01.278Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-27-2041",
    "occupationId": null
  },
  {
    "taskId": "us-27-2041-22553",
    "score": 79,
    "band": "high",
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    "d": [
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      0,
      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Planning rehearsals and booking the details is scheduling and coordination work software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:39:01.278Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-27-2041",
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  },
  {
    "taskId": "us-27-2041-22554",
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    "band": "partial",
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Score writing is entirely desk work, but a finished score for real players still needs the composer's judgment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-27-2041",
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  },
  {
    "taskId": "us-27-2041-22555",
    "score": 0,
    "band": "minimal",
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    "d": [
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      0,
      1,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Placing players in the room to balance the sound means being there and hearing it live.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-27-2041-22556",
    "score": 64,
    "band": "high",
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    "d": [
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      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Grants, budgets, contracts and printed programs are standard administrative documents software drafts well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:39:01.278Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-27-2041",
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  },
  {
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    "band": "minimal",
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    "d": [
      1,
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      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Agreeing where music sits in a film happens in conversation with the director, where reading the room matters.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:39:01.278Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
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  },
  {
    "taskId": "us-27-2041-22558",
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    "band": "minimal",
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    ],
    "d": [
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      3,
      1
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Preparing with soloists and concertmasters works through a personal working relationship.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:39:01.278Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-27-2041",
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  },
  {
    "taskId": "us-27-2041-22559",
    "score": 75,
    "band": "high",
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Adding vocal parts and detail to an existing sketch follows documented craft rules that software applies well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:39:01.278Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
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  },
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    "taskId": "us-27-2041-22560",
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      12,
      26
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      0,
      0,
      1
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Finding musical ideas in imagination or the world around you is personal and largely unwritten.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:39:01.278Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-27-2041",
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  },
  {
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      51,
      65
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Jingles and background music can be generated to a usable draft; a full film score still needs a composer.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "occupationId": null
  },
  {
    "taskId": "us-27-2041-22562",
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      89,
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      3
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    "confidence": "high",
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    "rationale": "Transposing a part into another key is a button in notation software and has been for years.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "occupationId": null
  },
  {
    "taskId": "us-27-2041-22563",
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      51,
      65
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Restyling a score by changing rhythm, harmony or tempo is screen work with strong precedent, but taste decides.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  },
  {
    "taskId": "us-27-2041-22564",
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      51,
      65
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Arranging software helps a lot, but reworking someone's music for a particular effect relies on the arranger's judgement.",
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    "modelId": "claude-opus-5",
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  {
    "taskId": "us-27-2041-22565",
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      2,
      2
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    "rationale": "Assigning and reviewing staff work depends on knowing the people and the standard you want.",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-27-2041",
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  },
  {
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    "band": "partial",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Working out where music should sit in a film is analysis of script and footage, though the mood call is personal.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-27-2041",
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  {
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    "score": 75,
    "band": "high",
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    "d": [
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Adapting a piece for a different group follows well-documented conventions that software can apply.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:39:01.278Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-27-2041",
    "occupationId": null
  },
  {
    "taskId": "us-27-2041-22568",
    "score": 40,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Writing an original symphony or opera is exactly the kind of large original work that still needs a composer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:39:01.278Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-27-2041",
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  },
  {
    "taskId": "us-27-2041-22569",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Finishing scores with copyists is coordination over documents that software supports well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-27-2041",
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Extracting individual players’ parts from a full score is automatic in the notation software already on the desk.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  },
  {
    "taskId": "us-27-2041-22571",
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      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Organizing tour dates, venues and travel is well-defined coordination work software handles.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-27-2041",
    "occupationId": null
  },
  {
    "taskId": "us-27-2041-22572",
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      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Producing a recording means being in the studio with the players and making calls in the moment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  },
  {
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      0,
      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping up with music trends and technology is reading and monitoring, which software does quickly.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-27-2041",
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  {
    "taskId": "us-27-2042-22574",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "A live concert is a performer physically in front of an audience.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-27-2042",
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  {
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      1
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    "confidence": "high",
    "unstable": true,
    "rationale": "Singing is done with the performer's own voice in the room.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
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  },
  {
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      2
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    "rationale": "Interpretation choices can be described, but shaping a performance to hold an audience happens as you play it.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-27-2042",
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  {
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      2,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Playing an instrument is physical skill applied in the moment.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-27-2042",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Singing solo or in a group requires the singer to be there using their voice.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-27-2042",
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  {
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      2,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Watching a conductor for cues happens while singing in the performance.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "unstable": false,
    "rationale": "Memorizing and then singing a piece is something the performer does with their own voice.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-27-2042",
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    "d": [
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      2,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Playing in an orchestra or band is physical performance alongside other players.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      1,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Sight-reading a part in rehearsal means playing it there and then.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-27-2042",
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      1,
      2
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      2,
      2
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    "rationale": "Voice exercises and coaching sessions build the performer's own physical instrument.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      2
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    "rationale": "Listening to recordings to improve is practice the musician does themselves, mostly with instrument in hand.",
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    "keyingScheme": "text-only",
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      3
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    "rationale": "Learning material is easy to produce, but instrument lessons work through a teacher watching and correcting a student.",
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      1,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Providing live music for a show means musicians playing in the pit or on stage.",
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    "modelId": "claude-opus-5",
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      3,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "An audition is the performer playing or singing in front of the panel.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3
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    "rationale": "Finding suitable repertoire is a searchable task software helps with, but learning the music is physical practice.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Promotional copy is easy to generate, but interviews and appearances need the artist in person.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Making a recording means the musician performing the part.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      4
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    "confidence": "high",
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    "rationale": "Researching a character or the period a piece comes from draws on abundant published material software summarizes well.",
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    "modelId": "claude-opus-5",
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    "rationale": "Admin can be automated, but the working relationship with a manager or agent is built between people.",
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    "rationale": "Requests come from guests in the room, and the DJ decides on the spot whether they fit.",
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      4
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    "rationale": "Writing ads and brochure copy is exactly the kind of promotional writing software drafts strongly.",
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    "rationale": "Assembling audio and video equipment is hands-on work.",
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    "unstable": true,
    "rationale": "Taking payment at a counter is hands-on till work.",
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    "unstable": false,
    "rationale": "Clients book the person they trust, and that starts with an actual conversation.",
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    "rationale": "Producing itemized invoices from booking details is routine billing software already does.",
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    "rationale": "Building a playlist to fit an event is pattern-matching over well-catalogued music.",
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    "rationale": "Booking contracts follow standard templates that software fills in accurately.",
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    "rationale": "Getting a room dancing means being in the room doing it.",
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    "rationale": "Tracking new releases and trends is exactly what music databases and charts already report.",
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    "rationale": "Automated mixing exists, but working a controller live in front of a crowd is hands-on.",
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    "rationale": "Operating the decks and microphone at an event is physical.",
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    "rationale": "Sorting and tagging a music library is filing work software does faster and more consistently.",
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    "rationale": "Choosing the next track depends on watching the actual crowd in front of you.",
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    "rationale": "Gathering and rewriting news to fit a slot is writing AI does well; delivery still happens in studio.",
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    "rationale": "News copy is easy to generate, but reading a flash on air is done by the presenter in the studio.",
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    "rationale": "Content can be picked from audience data, but the final call is made with producers together.",
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    "rationale": "Background research for a program or interview is reading and summarizing, an AI strength.",
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    "rationale": "Short comments on music, weather or traffic follow patterns AI reproduces easily.",
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      3,
      2
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    "unstable": false,
    "rationale": "Talking with listeners on air works because a real person is on the other end.",
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    "modelId": "claude-opus-5",
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      1
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    "unstable": false,
    "rationale": "Hosting an event means being on the stage or in the studio with the audience.",
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    "modelId": "claude-opus-5",
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    "occupationId": null
  },
  {
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      2
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    "rationale": "Turning up at events as the station's face is about being physically there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-27-3011",
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  {
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      3
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    "unstable": false,
    "rationale": "Working a control console during a show means hands on the desk in the studio.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Station announcements and requests follow a familiar pattern automated systems already handle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-27-3011",
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  {
    "taskId": "us-27-3011-3936",
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      84,
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      1,
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      4
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    "unstable": false,
    "rationale": "Logging what aired and when is exactly the kind of record-keeping software does automatically.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-27-3011",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Recorded commercial reads are increasingly produced with synthetic voices to an acceptable standard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-27-3011",
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  {
    "taskId": "us-27-3011-3938",
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      46,
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      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Finding and researching potential guests is search and outreach work AI supports well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-27-3011",
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  },
  {
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      0,
      2,
      3
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    "unstable": false,
    "rationale": "Demonstrating a product on air means handling it and selling it live.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-27-3011",
    "occupationId": null
  },
  {
    "taskId": "us-27-3011-3940",
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      23,
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      2,
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      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "On-air contests run to a format, but the live back-and-forth with callers still needs a host.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-27-3011",
    "occupationId": null
  },
  {
    "taskId": "us-27-3011-3941",
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    "d": [
      1,
      4,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Attending a press conference to gather material means being in the room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-27-3011",
    "occupationId": null
  },
  {
    "taskId": "us-27-3011-3942",
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      0,
      2,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Live commentary at an event depends on someone watching it happen and reacting.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-27-3011",
    "occupationId": null
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  {
    "taskId": "us-27-3011-3943",
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Sending network cues is a timing signal broadcast automation systems already handle.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-27-3011",
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  },
  {
    "taskId": "us-27-3011-3944",
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      0,
      3,
      2
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    "unstable": false,
    "rationale": "Moderating a live panel depends on reading the room and the people in it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:27:23.895Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-27-3011",
    "occupationId": null
  },
  {
    "taskId": "us-27-3011-20887",
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      3,
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      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Station IDs and show intros are largely scripted, though live ad-libbing is harder to match.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-27-3011",
    "occupationId": null
  },
  {
    "taskId": "us-27-3011-20888",
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "AI can offer plenty of story ideas, but choosing what will actually work for the audience stays with the team.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
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  {
    "taskId": "us-27-3011-20889",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Writing and editing broadcast scripts is text work AI produces to a usable standard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-27-3011",
    "occupationId": null
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  {
    "taskId": "us-27-3011-20890",
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      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Organizing a music library is cataloguing work software already does automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "us-27-3023-22623",
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      4
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    "rationale": "Columns and scripts can be drafted to a publishable standard, with an editor shaping voice and angle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-27-3023",
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  {
    "taskId": "us-27-3023-22624",
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      3,
      3
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    "confidence": "high",
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    "rationale": "Anchoring a broadcast means a person in the studio whom viewers recognize and trust.",
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    "modelId": "claude-opus-5",
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      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Scanning the day's news to pick topics is a sorting job software does quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-27-3023",
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    "taskId": "us-27-3023-22626",
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      4
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    "rationale": "Pulling together and explaining information from many sources is a core strength of current tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-27-3023",
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      3
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    "rationale": "Sifting tips and leads into workable story ideas is largely a reading and sorting job.",
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    "keyingScheme": "text-only",
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    "rationale": "Background research on a story is fast, well-documented work for software, though facts must be checked.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "unstable": false,
    "rationale": "Requests and scheduling can be automated, but persuading a reluctant source to talk takes a person.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Research can be automated, but interviews, being at the scene and forming a view are done by a reporter.",
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    "modelId": "claude-opus-5",
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      4
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    "rationale": "Picking the strongest material and shaping it into a format is something software does well.",
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    "keyingScheme": "text-only",
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      3
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    "rationale": "Presenting on air means a person in front of the camera whom the audience knows.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-27-3023",
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      1
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    "rationale": "Sources talk to reporters they trust, and that relationship is the work itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "unstable": false,
    "rationale": "Writing up a story from gathered facts is well within reach, though being at events is not.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-27-3023",
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      3
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    "confidence": "high",
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    "rationale": "Trimming and reshaping copy to fit space or an editor's brief is routine editing software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3
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    "rationale": "Pulling the important facts out of a pile of notes is close to summarising, which software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Covering a breaking disaster or crime means getting to the scene and getting people to talk.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:16:27.713Z",
    "keyingScheme": "text-only",
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      4
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      4
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    "rationale": "Sending copy from a remote location means someone is there with the equipment.",
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    "rationale": "Agreeing priorities and positions with an editor is a judgment conversation between colleagues.",
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    "rationale": "Filming or photographing a news event means being there with a camera.",
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    "rationale": "Delivering commentary on air relies on a recognized person the audience trusts.",
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    "rationale": "Editing images can be automated, but taking them means being at the event.",
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    "rationale": "A filmed interview works because a person is asking and reacting in real time.",
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      3
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      3
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    "confidence": "high",
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    "rationale": "Replying to readers and viewers by mail, email or phone is largely routine correspondence.",
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    "rationale": "Short blog updates on news developments can be drafted to publishable quality quickly.",
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      2
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    "rationale": "Scheduling and paperwork can be automated, but booking venues and running events involves people and places.",
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    "rationale": "Turning an organisation's goals into a written communications strategy is analysis and drafting AI does to a usable standard.",
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    "rationale": "Producing communication plans and supporting materials on these themes is writing work AI delivers at professional standard.",
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    "rationale": "Press releases follow a well-known formula, and AI drafts them to a standard a communications team would lightly edit.",
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    "rationale": "Writing and scheduling website and social posts is routine content work AI produces at or above typical standard.",
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      3
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      3
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  {
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      3
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    "modelId": "claude-opus-5",
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    "rationale": "Automated quality monitoring already catches most feed problems and can alert the director without a person watching.",
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      2
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    "rationale": "Software can handle routine levels, but a live mix depends on hearing the room and reacting as it happens.",
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      3
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    "rationale": "Planning an equipment layout is desk work, but the upgrades and maintenance are done with hands on the kit.",
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    "rationale": "Switching between sources is done live at the desk in response to what is happening.",
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    "rationale": "Agreeing shots and sequences with a director is a creative conversation that depends on the people in the room.",
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    "modelId": "claude-opus-5",
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    "rationale": "Building and positioning sets and lighting rigs is physical work on the floor.",
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    "modelId": "claude-opus-5",
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      4
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    "rationale": "Compressing, converting and storing media files is routine automated processing; only loading physical media needs a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fetching and loading tapes is physical handling of media and machines.",
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    "modelId": "claude-opus-5",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Editing tools with automatic cuts and cleanup now produce usable edits an editor tidies rather than builds from scratch.",
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    "modelId": "claude-opus-5",
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    "rationale": "Directing a crew during a shoot depends on being there and on the crew reading and trusting you.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-27-4011",
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      0,
      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Turning a brief into outlines, scripts and storyboards is exactly the kind of drafting software does quickly and well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-27-4011",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Tracking stock of tapes and supplies is standard inventory record-keeping.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-27-4011",
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    "rationale": "Choosing formats and approaches within a budget is research and planning software handles with light review.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "confidence": "high",
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    "rationale": "Explaining service policies is standard information that a written guide or assistant can deliver.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-27-4011",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reading through a performance program to learn the running order is document work software handles easily.",
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    "modelId": "claude-opus-5",
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      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Design tools now generate rough and finished graphics quickly, with a designer refining rather than starting from nothing.",
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    "modelId": "claude-opus-5",
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    "confidence": "medium",
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    "rationale": "Software can find and book options, but securing locations and props means visiting and handling them.",
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    "rationale": "Running lights and sound at a live event means being at the desk reacting to what happens on stage.",
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    "modelId": "claude-opus-5",
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    "rationale": "Course material is easy to produce, but hands-on training on the equipment happens with people in the room.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping licenses, warranties and compliance records organized is standard document management.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Writing manuals and workbooks from equipment specifications is drafting work software does at a high standard.",
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    "modelId": "claude-opus-5",
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    "rationale": "Synthetic voices now read narration convincingly; only live in-room announcements still need a person.",
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    "rationale": "Installing, adjusting and operating broadcast equipment is hands-on work with the hardware.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Software can suggest likely causes from logs, but fixing a media system usually means touching cables and hardware.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Booking rooms and equipment is a scheduling task that booking systems already handle end to end.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Maintaining and analyzing activity logs is standard data work.",
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    "modelId": "claude-opus-5",
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    "rationale": "Keeping programming logs to station and FCC requirements is record-keeping software handles reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:27:23.895Z",
    "keyingScheme": "text-only",
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    "confidence": "high",
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    "rationale": "Riding audio levels during a broadcast means hands on the desk as it happens.",
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    "modelId": "claude-opus-5",
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    "rationale": "Patients accept a plan because a practitioner they trust explains it, and recommending care is a licensed act.",
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    "rationale": "Advice on diet, sleep and stress is well documented, but people act on it when a trusted clinician gives it.",
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      3
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      3
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      3
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    "rationale": "Treating exposed pulp is a hands-on procedure using dental instruments.",
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    "rationale": "Smoothing fillings and adjusting a patient’s bite is done with instruments in the mouth.",
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    "confidence": "high",
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    "rationale": "Oral surgery is physical work on a patient by a licensed surgeon.",
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    "rationale": "Cutting out diseased tissue is done with instruments in a patient's body.",
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    "rationale": "Applying fluoride or sealants means physically treating the patient's teeth.",
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    "rationale": "Cleaning and polishing teeth requires instruments in a patient’s mouth.",
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    "rationale": "Health education material is well-covered ground that software drafts well, with a dentist checking accuracy.",
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    "rationale": "Putting on masks, gloves and glasses is a physical act in the treatment room.",
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    "rationale": "Using drills and surgical instruments is physical work inside a patient’s mouth.",
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    "rationale": "Giving an anaesthetic is a physical act only a licensed clinician may perform.",
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    "rationale": "Taking out an impacted tooth is a physical procedure by a licensed surgeon.",
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    "rationale": "Reading scans for wisdom-tooth position is well-documented image work software does well, but the surgeon owns the call.",
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    "rationale": "Implant and grafting surgery is done with the surgeon’s hands.",
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    "rationale": "Removing a tumour is surgery performed by hand.",
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    "rationale": "Ulcer and infection management is well documented, but examining and treating the mouth happens in the chair.",
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    "rationale": "Repairing facial injuries in an emergency is hands-on surgical work.",
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    "rationale": "Cleft and jaw surgery is performed physically in an operating theatre.",
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    "unstable": false,
    "rationale": "Reconstructive tissue transfer is complex surgery done by hand.",
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    "rationale": "Nutrition advice is easy to write; getting someone to change how they eat depends on the relationship.",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking a kitchen meets nutrition, safety and hygiene standards means walking through it and looking.",
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    "rationale": "Standardizing recipes and building new menus is well-documented work software does quickly, with kitchen testing afterwards.",
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    "rationale": "Drafting food service and nutrition policies is document work software produces to an editable standard.",
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    "rationale": "Designs can be drafted digitally, but fitting and fabricating a splint or brace is physical, skilled work.",
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      3,
      2,
      3
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      1,
      3
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      4
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      3
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      2,
      1,
      2,
      3
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      4
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      1,
      3
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      0,
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      3,
      1,
      3
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      1,
      3
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      3
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    "rationale": "Managing diabetes or blood pressure mixes examination and licensed treatment decisions with a continuing patient relationship.",
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    "rationale": "Stitching a wound, splinting a limb or giving an injection is hands-on clinical work.",
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    "rationale": "Behaviour-change advice is well documented, but people change habits when a person they trust asks them to.",
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    "rationale": "Finding local services, funding and support for a patient is a search-and-match job software does quickly.",
    "promptVersion": "task_scoring_v1.0",
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      2
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  {
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    "keyingScheme": "text-only",
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      4
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    "rationale": "Reading and summarizing new research is exactly the kind of work software handles quickly and well.",
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    "rationale": "Deciding which tests to order is documented and routine; the order itself must come from a licensed doctor.",
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  {
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      3
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  {
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      1,
      1,
      3
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    "rationale": "Software helps write up and analyze studies, but designing and running the research stays with the clinician.",
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    "rationale": "Injecting steroids or applying a chemical peel is done to a patient with instruments.",
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    "d": [
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Resurfacing skin with abrasion or laser is a physical treatment delivered directly to the patient.",
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    "modelId": "claude-opus-5",
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  {
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    "rationale": "Standard skin treatments follow well-published prescribing rules, but only a registered prescriber can issue them.",
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    "modelId": "claude-opus-5",
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      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Skin surgery is carried out on a patient with instruments, in person.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      1,
      3
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    "confidence": "high",
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    "rationale": "Cutting a sample from a patient’s skin is surgery performed by hand.",
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    "modelId": "claude-opus-5",
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    "rationale": "Software reads skin images well, but removing or treating a suspicious mole is a licensed doctor’s hands-on job.",
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    "modelId": "claude-opus-5",
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    "rationale": "Advice on sun protection and self-checks is well documented and easy to draft, though patients value hearing it from their doctor.",
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    "rationale": "Recognizing common skin conditions suits software well, but prescribing and carrying out treatment stays with the licensed doctor.",
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    "modelId": "claude-opus-5",
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      3
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    "rationale": "Working through records and test results to reach a diagnosis is well documented, but the diagnosis must be a doctor’s.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      2
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    "confidence": "medium",
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    "rationale": "Judging pain and sedation needs relies on seeing and speaking with the patient at the bedside.",
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      3
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    "confidence": "high",
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    "rationale": "Capturing history and findings into the record is exactly what note-taking software now does well.",
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    "unstable": false,
    "rationale": "Telling someone what their injury or illness is likely to mean is a conversation that has to be human.",
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  {
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    "rationale": "Admission and discharge decisions are hashed out live between clinicians who carry the responsibility.",
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    "rationale": "Treatment plans are discussed live between professionals who share responsibility for the patient.",
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    "rationale": "Reading vital signs and lab results is well-documented pattern work, but the emergency call must legally be a clinician’s.",
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    "rationale": "Monitors and software flag changes well, but reassessing and changing treatment happens at the bedside under a doctor’s licence.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Resuscitation is chest compressions, drugs and airway control done by people standing over the patient.",
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    "rationale": "Pregnancy and birth care is hands-on medical work built on a doctor's ongoing relationship with the patient.",
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    "rationale": "Surgery is physical work only a licensed surgeon can perform.",
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    "rationale": "Prescribing and giving treatment is legally a licensed doctor's act, and much of it is physical.",
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    "rationale": "Software reads test results and records well, but the law puts the diagnosis itself in the hands of a licensed doctor.",
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    "rationale": "These nerve and muscle tests involve placing needles and electrodes on the patient.",
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      2
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      1,
      3
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  {
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      2,
      1,
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      3,
      1,
      2
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      1,
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      3
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      1,
      3
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      2
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      2,
      3
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    "rationale": "Taking a blood sample requires hands on the patient.",
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    "d": [
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    "confidence": "high",
    "unstable": false,
    "rationale": "Dressing cuts and grazes is hands-on treatment.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Minor surgery is physical work on a patient.",
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    "modelId": "claude-opus-5",
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    "rationale": "Following public health bulletins and spotting trends is pure reading and summarizing, which software does quickly.",
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    "rationale": "Referral decisions follow documented criteria, though a registered professional must make the call.",
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    "rationale": "Joint management of complex eye conditions is a professional conversation between specialists.",
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    "rationale": "Writing treatment protocols from published guidance is document work, with a qualified clinician approving it.",
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    "rationale": "Making molds and casts is done by hand, on and around the patient.",
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    "modelId": "claude-opus-5",
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      7
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      3,
      1,
      4,
      2
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    "rationale": "Befriending and steadying a patient is the relationship itself, built in person over time.",
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      4
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      2,
      1,
      3
    ],
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    "modelId": "claude-opus-5",
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  {
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      8
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      3,
      1,
      3,
      2
    ],
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    "rationale": "Encouraging someone to join in works through a relationship built face to face on the ward.",
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    "modelId": "claude-opus-5",
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  {
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      2,
      2,
      2,
      2
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    "confidence": "medium",
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    "rationale": "Case discussion can be summarized automatically, but the joint work happens around the patient in person.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      2,
      3
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    "unstable": false,
    "rationale": "Wellness and independence strategies are well documented and easy to draft, though teaching them happens face to face.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3,
      1
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    "confidence": "high",
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    "rationale": "Holding back a patient at risk of harm is physical and has to happen on the spot.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      3,
      2
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    "confidence": "high",
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    "rationale": "Helping someone bathe or keeping their room clean is physical help.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      4,
      3,
      1,
      3
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    "confidence": "high",
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    "rationale": "Giving tablets or an injection is a hands-on act reserved to trained staff.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
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  {
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      3,
      0,
      3
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    "rationale": "The record-keeping is routine, but handing out controlled medicines needs an authorized person at the cabinet.",
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      2,
      2,
      3
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    "confidence": "medium",
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    "rationale": "Admission forms and history-taking follow a set structure software handles well, though the interview happens in person.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-29-2053",
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  {
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      3,
      4,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Therapy sessions work through the relationship between the patient and the person leading them.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:41:42.725Z",
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  {
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      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Arranging a family meeting is scheduling and contacting, which software does well, but the call is sensitive.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-29-2053",
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  {
    "taskId": "us-29-2053-20575",
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    "d": [
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      1,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Procedure training material writes itself from existing policies, but new staff are shown the ward in person.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-29-2053",
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  {
    "taskId": "us-29-2053-20576",
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    "d": [
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      4,
      1,
      2,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Walking a patient to an appointment means going with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-29-2053",
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  {
    "taskId": "us-29-2055-1959",
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Counting sponges and instruments means handling and seeing them in the operating room.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-29-2055",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Passing instruments and holding retractors is physical work during surgery.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-29-2055",
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    "rationale": "Scrubbing and gowning the surgical team is direct physical preparation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      1,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Assisting surgeons during an operation is hands-on work at the table.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Washing and sterilizing instruments is physical equipment handling.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "d": [
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    "confidence": "high",
    "unstable": false,
    "rationale": "Handling and preparing tissue specimens is physical laboratory work.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-29-2055",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Preparing and applying dressings is physical patient care.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-29-2055",
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    "confidence": "high",
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    "rationale": "Assembling and adjusting sterilizers and suction machines is hands-on equipment work.",
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    "modelId": "claude-opus-5",
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  {
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    "rationale": "Continuously reading the room and the team during surgery depends on being in it.",
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  {
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    "rationale": "Monitors display the numbers, but assessing a patient means being at the bedside.",
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    "unstable": true,
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  {
    "taskId": "us-29-2055-1972",
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    "confidence": "high",
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    "rationale": "Keeping records of procedures is standard documentation that software handles well.",
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    "rationale": "Keeping the sterile field intact during an operation is physical vigilance at the table.",
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    "rationale": "Positioning and draping a patient is physical preparation of the person.",
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    "rationale": "Cleaning, restocking and laying out an operating room is physical work in the room.",
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    "scoredUnderOccupationId": "us-soc-29-2055",
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  {
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      3
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    "confidence": "medium",
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    "rationale": "Ordering supplies against a case schedule is routine purchasing admin done at a screen.",
    "promptVersion": "task_scoring_v1.0",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Giving anesthesia and watching the animal response is hands-on clinical work at the table.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Post-operative care means physically checking and handling the recovering animal.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      3
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    "unstable": false,
    "rationale": "Preparing and giving medication to an animal is physical care by trained hands.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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    "rationale": "Handling contact lenses in and out of a patient's eye is direct physical care.",
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    "rationale": "Cleaning and sterilizing instruments is physical work in the clinic.",
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    "rationale": "Eye muscle testing is carried out with the patient in front of you.",
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    "rationale": "Teaching someone to handle contact lenses means guiding their hands at their own eyes.",
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      2
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      2,
      1
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  {
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  {
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      3
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      3
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    "occupationId": null
  },
  {
    "taskId": "us-31-1131-19337",
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      4
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      4,
      2,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Setting up oxygen tents and portable equipment is physical work done at the bedside.",
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  },
  {
    "taskId": "us-31-1131-19338",
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      4
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    "d": [
      0,
      4,
      1,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Stocking and issuing dressing packs and treatment trays is physical handling of supplies.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "occupationId": null
  },
  {
    "taskId": "us-31-1131-19339",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Supplying, collecting and emptying bedpans is hands-on care at the bedside.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:30:43.879Z",
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    "scoredUnderOccupationId": "us-soc-31-1131",
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  },
  {
    "taskId": "us-31-1131-19340",
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      4
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    "d": [
      0,
      4,
      0,
      2,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Moving patients by wheelchair, stretcher or bed is physical work with the patient.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:04:07.203Z",
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  },
  {
    "taskId": "us-31-1131-19341",
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      4
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    "d": [
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      4,
      0,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Turning and repositioning someone in bed is physical care that has to be done by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-31-1131",
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  },
  {
    "taskId": "us-31-1131-19342",
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      4
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      0,
      4,
      1,
      2,
      2
    ],
    "confidence": "high",
    "unstable": false,
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:58:15.594Z",
    "keyingScheme": "text-only",
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    "occupationId": null
  },
  {
    "taskId": "us-31-1131-19343",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      2,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Washing, grooming, shaving and draping patients before procedures is hands-on personal care.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-31-1131",
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  },
  {
    "taskId": "us-31-1131-19344",
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      4
    ],
    "d": [
      0,
      4,
      1,
      2,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Moving the limbs of patients who cannot move themselves is physical care given by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:30:43.879Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-31-1131",
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  },
  {
    "taskId": "us-31-1131-19345",
    "score": 18,
    "band": "minimal",
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      11,
      25
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    "d": [
      2,
      1,
      2,
      3,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can put medical instructions into plain words, but patients and families need a person they trust to explain them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:36.798Z",
    "keyingScheme": "text-only",
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    "occupationId": null
  },
  {
    "taskId": "us-31-1131-19346",
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    "band": "minimal",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      2,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Lifting a patient is direct physical handling of a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:04:07.203Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
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  },
  {
    "taskId": "us-31-1131-19347",
    "score": 42,
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      35,
      49
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    "d": [
      3,
      1,
      1,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Answering questions about visiting hours, directions and patient status is straightforward information handling that systems can do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:30:43.879Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-31-1131",
    "occupationId": null
  },
  {
    "taskId": "us-31-1131-19348",
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      0,
      4
    ],
    "d": [
      0,
      4,
      1,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Carrying specimens and pharmacy items to the right department means physically walking them there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:04:07.203Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-31-1132-19349",
    "score": 6,
    "band": "minimal",
    "range": [
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      13
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    "d": [
      1,
      3,
      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Responding to a call bell mostly means going to the bedside and helping, even if the request is spoken first.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:04:07.203Z",
    "keyingScheme": "text-only",
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    "occupationId": null
  },
  {
    "taskId": "us-31-1132-19350",
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      4
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    "d": [
      0,
      4,
      0,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Carrying papers between departments means walking them there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:04:07.203Z",
    "keyingScheme": "text-only",
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    "occupationId": null
  },
  {
    "taskId": "us-31-1132-19351",
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    "band": "minimal",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Stripping and remaking beds is manual work in the room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:04:07.203Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-31-1132",
    "occupationId": null
  },
  {
    "taskId": "us-31-1132-19352",
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    "band": "minimal",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning and sanitising rooms and bathrooms is physical work done on the ward.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:04:07.203Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-31-1132-19353",
    "score": 10,
    "band": "minimal",
    "range": [
      3,
      17
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    "d": [
      1,
      3,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "The maintenance note can be written up automatically, but the cleaning itself is done by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:04:07.203Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-31-1132",
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  },
  {
    "taskId": "us-31-1132-19354",
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    "band": "minimal",
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      3,
      17
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    "d": [
      1,
      3,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The disposal rules are well documented, but collecting and carrying hazardous waste is physical handling.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:04:07.203Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-31-1132",
    "occupationId": null
  },
  {
    "taskId": "us-31-1132-19355",
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      4
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    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Collecting soiled linen and trash is manual work on the ward.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:04:07.203Z",
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  },
  {
    "taskId": "us-31-1132-19356",
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      4
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    "d": [
      0,
      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Running equipment through disinfection is physical handling of items.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:04:07.203Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-31-1132",
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  },
  {
    "taskId": "us-31-1132-19357",
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      4
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    "d": [
      0,
      4,
      0,
      2,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Lifting a patient is direct physical handling of a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:04:07.203Z",
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  },
  {
    "taskId": "us-31-1132-19358",
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      0,
      7
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    "d": [
      0,
      4,
      2,
      2,
      2
    ],
    "confidence": "high",
    "unstable": true,
    "rationale": "Positioning and holding patients for surgery is physical support given directly to the patient.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:04:07.203Z",
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  },
  {
    "taskId": "us-31-1132-19359",
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      4
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      4,
      0,
      2,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Getting to an alarm or medical call quickly means being physically present.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:04:07.203Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-31-1132",
    "occupationId": null
  },
  {
    "taskId": "us-31-1132-19360",
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      4
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    "d": [
      0,
      4,
      0,
      2,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Physically holding a patient safely is bodily work with another person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:04:07.203Z",
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    "scoredUnderOccupationId": "us-soc-31-1132",
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  },
  {
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      4,
      0,
      2,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Carrying meal trays to and from patients is physical work on the ward.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-31-1132",
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  {
    "taskId": "us-31-1132-19362",
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      4
    ],
    "d": [
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      4,
      1,
      0,
      2
    ],
    "confidence": "high",
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    "rationale": "Stocking and issuing dressing packs and treatment trays is physical handling of supplies.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:04:07.203Z",
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  },
  {
    "taskId": "us-31-1132-19363",
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      4
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      4,
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      0,
      3
    ],
    "confidence": "high",
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    "rationale": "Filling shelves and carts with supplies is manual stocking.",
    "promptVersion": "task_scoring_v1.0",
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    "scoredAt": "2026-08-05T01:04:07.203Z",
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    "scoredUnderOccupationId": "us-soc-31-1132",
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  {
    "taskId": "us-31-1132-19365",
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    "d": [
      0,
      4,
      0,
      1,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Moving a body to the morgue is physical transport handled with care.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:04:07.203Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-31-1132",
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  },
  {
    "taskId": "us-31-1132-19366",
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      4
    ],
    "d": [
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      4,
      0,
      2,
      2
    ],
    "confidence": "high",
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    "rationale": "Moving patients by wheelchair, stretcher or bed is physical work with the patient.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
    "taskId": "us-31-1132-19367",
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      4
    ],
    "d": [
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      4,
      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Wheeling equipment and supplies between rooms is physical transport.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-31-1132",
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  },
  {
    "taskId": "us-31-1132-19368",
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      4
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    "d": [
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      4,
      1,
      0,
      2
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    "confidence": "high",
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    "rationale": "Carrying specimens and pharmacy items to the right department means physically walking them there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:04:07.203Z",
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  {
    "taskId": "us-31-1132-19369",
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      4
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    "d": [
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      4,
      0,
      2,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Turning a bedridden patient is hands-on care at the bedside.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:04:07.203Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-31-1132",
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  },
  {
    "taskId": "us-31-1132-19370",
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    ],
    "d": [
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      4,
      0,
      3,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Helping someone wash, dress or walk is direct physical support of a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:04:07.203Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-31-1132",
    "occupationId": null
  },
  {
    "taskId": "us-31-1132-19371",
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    "band": "minimal",
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      4
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    "d": [
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      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Separating waste into the right streams is physical sorting.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:04:07.203Z",
    "keyingScheme": "text-only",
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    "rationale": "Job ads, screening and shortlisting are largely paperwork, though hiring decisions and interviews stay human.",
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      2
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    "rationale": "Interception planning is restricted to authorised personnel and rests on unpublished technical detail.",
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    "rationale": "Advising colleagues on scene-collection practice is largely explanation, though relationships shape how it lands.",
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    "rationale": "Course material is easy to produce, but classes are delivered in a room with people.",
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    "rationale": "Getting a witness or suspect to open up depends on a person building trust in the room.",
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    "rationale": "Processing evidence with powders and chemicals is hands-on laboratory and scene work.",
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    "rationale": "The slides write themselves, but standing up and taking questions is still a person’s job.",
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    "unstable": false,
    "rationale": "Wiretap material can be processed by software, but undercover work is a person in the field.",
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    "rationale": "Finding links across records is exactly the kind of pattern search software excels at.",
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    "rationale": "Spotting what is missing from a case file is a comparison job software does thoroughly.",
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    "rationale": "The counting sums and summaries are easy to automate, but someone has to be in the field meeting hunters.",
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    "rationale": "Judging what caused the damage means standing in the field looking at it with the landowner.",
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    "rationale": "Once the damage is seen, writing it up and costing the loss is standard paperwork software does well.",
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    "rationale": "Getting a day’s work out of a seasonal crew depends on being there with them.",
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    "confidence": "high",
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    "rationale": "Issuing licences and permits is rules-based desk work that online systems already handle.",
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    "rationale": "Visitor questions are well covered by published information, but wardens answer them in person on site.",
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    "rationale": "Assembling the case file can be drafted by software, but a sworn officer still has to stand up in court.",
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    "rationale": "Serving warrants and arresting people are physical acts reserved to warranted officers.",
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    "rationale": "Search and rescue means being out there in a boat or aircraft with hands on the equipment.",
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    "rationale": "Half of this is paperwork software handles well; the rest is physically moving seized fish or game.",
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    "rationale": "Taking someone’s boat, net or rifle off them is a physical act by an officer with legal authority.",
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    "confidence": "high",
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    "rationale": "Fighting a wildfire is physical work on the fire line.",
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    "rationale": "Patrolling streets on foot or by vehicle is physical presence from start to finish.",
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    "rationale": "Staying in radio contact while out on patrol is tied to being out on patrol.",
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    "rationale": "Deciding a car is illegally parked and issuing the ticket happens at the curb beside the vehicle.",
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    "rationale": "Chalking tires and returning later to check them is done on foot.",
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    "rationale": "Dispatch messages can be handled by software, but responding to a call means going to the location.",
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    "confidence": "low",
    "unstable": false,
    "rationale": "Training material is easy to write, but showing new staff the route means walking it with them.",
    "promptVersion": "task_scoring_v1.0",
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    "unstable": false,
    "rationale": "Plate reading and rule checking are automated, but someone still has to be at the vehicle.",
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    "unstable": false,
    "rationale": "Checking oil and fuel on a vehicle is done with your hands.",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Spotting a missing sign or faded road marking requires being on that street to see it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-33-3041",
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  },
  {
    "taskId": "us-33-3041-7944",
    "score": 56,
    "band": "partial",
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      52,
      60
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      0,
      1,
      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Reviewing a challenged ticket against the evidence and the rules is desk work software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:47:02.456Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-33-3041",
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  },
  {
    "taskId": "us-33-3041-7945",
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    "range": [
      0,
      4
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    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Looking after chalk, cones, rain gear and handheld devices is hands-on.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:47:02.456Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-33-3041",
    "occupationId": null
  },
  {
    "taskId": "us-33-3041-7946",
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    "band": "low",
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      28,
      42
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    "d": [
      3,
      2,
      0,
      1,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Parking rules and directions are well documented, but the questions arrive from people on the sidewalk.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:47:02.456Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-33-3041",
    "occupationId": null
  },
  {
    "taskId": "us-33-3041-7947",
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      6
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    "d": [
      0,
      3,
      2,
      2,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Attending a hearing to defend a citation means appearing in person before an adjudicator.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:47:02.456Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-33-3041",
    "occupationId": null
  },
  {
    "taskId": "us-33-3041-7948",
    "score": 12,
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      19
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    "d": [
      2,
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      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Arranging a tow can be done by message, but pointing the driver at the right vehicle happens on the street.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:47:02.456Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-33-3041",
    "occupationId": null
  },
  {
    "taskId": "us-33-3041-7949",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
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    "d": [
      0,
      4,
      0,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Setting out barricades and signs and directing traffic is physical work in the road.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:47:02.456Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-33-3041",
    "occupationId": null
  },
  {
    "taskId": "us-33-3041-7950",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
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    "d": [
      0,
      4,
      0,
      2,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Helping a driver with a flat tire or a dead battery is practical help given in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:47:02.456Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-33-3041",
    "occupationId": null
  },
  {
    "taskId": "us-33-3041-7951",
    "score": 50,
    "band": "partial",
    "range": [
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      4,
      2,
      0,
      0,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "The look-up itself is instant for software, but the officer is there because someone has to stand by the vehicle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:47:02.456Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-33-3041-7952",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
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      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Emptying coins from meters is hands-on collection work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:47:02.456Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-33-3041",
    "occupationId": null
  },
  {
    "taskId": "us-33-3041-7953",
    "score": 88,
    "band": "very high",
    "range": [
      84,
      92
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    "d": [
      4,
      0,
      1,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping logs of enforcement activity and contested tickets is routine record-keeping software does end to end.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:47:02.456Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-33-3041",
    "occupationId": null
  },
  {
    "taskId": "us-33-3041-7954",
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      32
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    "d": [
      2,
      2,
      1,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Permit records can be cross-checked automatically, but seizing a fake permit happens at the vehicle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:47:02.456Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-33-3041",
    "occupationId": null
  },
  {
    "taskId": "us-33-3041-7955",
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    "band": "minimal",
    "range": [
      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Winding a meter clock is a hands-on job at the meter.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:47:02.456Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-33-3041-7956",
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      33
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    "d": [
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      1,
      0,
      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Handing out work and checking it is about managing colleagues, which needs someone they answer to.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:47:02.456Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-33-3051-9450",
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    "d": [
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      2,
      3,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking documents suits software, but interviewing arrivals happens at the border and the admission decision is legally an officer's.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:31:13.495Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-33-3051",
    "occupationId": null
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  {
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      4
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    "d": [
      0,
      4,
      4,
      1,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Detaining someone is physical and only an authorised officer may lawfully do it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:31:13.495Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-33-3051",
    "occupationId": null
  },
  {
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      4,
      4,
      1,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Locating and seizing goods or vehicles means officers physically taking possession.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:31:13.495Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-33-3051",
    "occupationId": null
  },
  {
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    "score": 46,
    "band": "partial",
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    "d": [
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      1,
      1,
      1,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Explaining published laws and regulations clearly is one of the things language software does best.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:31:13.495Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-33-3051",
    "occupationId": null
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      3,
      3,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Screening images can be automated, but opening cargo and baggage means officers physically handling them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:31:13.495Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-33-3051",
    "occupationId": null
  },
  {
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    "score": 56,
    "band": "partial",
    "range": [
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      0,
      2,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Recording findings, transactions and decisions is documentation software drafts well, with an officer confirming it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-33-3051",
    "occupationId": null
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  {
    "taskId": "us-33-3051-9456",
    "score": 10,
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      1,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Starting a prosecution is legally an act of an authorised official, not something software can perform.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-33-3051",
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    "d": [
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      4,
      4,
      2,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Giving testimony means a specific person appearing and answering questions under oath.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "occupationId": null
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    "score": 62,
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    "d": [
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      0,
      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Duty and tax calculation follows published tariff rules, which is exactly the sort of lookup and arithmetic software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:31:13.495Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-33-3051",
    "occupationId": null
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  {
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      4,
      3,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Taking a physical sample of goods means an officer handling the merchandise.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "score": 56,
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      0,
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reviewing a refund or penalty case is documentary casework software can draft, with an officer deciding.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-33-3051",
    "occupationId": null
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      4,
      1,
      1
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    "confidence": "high",
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    "rationale": "Pursuing and arresting someone is physical, and only a sworn officer may lawfully make an arrest.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:31:13.495Z",
    "keyingScheme": "text-only",
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      4,
      2,
      1
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    "confidence": "high",
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    "rationale": "Keeping order and responding to emergencies means being physically present, and only sworn officers may enforce these laws.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-33-3051",
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  {
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    "score": 56,
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      3
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    "rationale": "Turning notes into an incident report is writing software does well, though a sworn officer must stand behind what it says.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-33-3051",
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    "d": [
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      2,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "First aid is hands-on care given to an injured person at the scene.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-33-3051",
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  {
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      3,
      1,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Investigating suspicious activity means going places, watching and talking to people, and it is legally an officer's job.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-33-3051",
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  {
    "taskId": "us-33-3051-23056",
    "score": 56,
    "band": "partial",
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking facts against written statutes is text analysis software handles well, but the charging judgement stays with an officer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-33-3051",
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      3,
      1,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Watching a patrol area for hazards and unusual activity means physically being there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:31:13.495Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-33-3051",
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    "d": [
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      4,
      4,
      2,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Giving evidence in court means a specific sworn person standing in the witness box.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:31:13.495Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-33-3051",
    "occupationId": null
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  {
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    "d": [
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      4,
      4,
      1,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Driving a patrol route, stopping drivers and making arrests all require an officer physically present.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Video analytics spot some irregularities, yet recognizing a practiced cheat on a live floor remains a trained human's eye.",
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    "rationale": "Acting as a security presence for staff and guests depends on actually being there and being trusted.",
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    "rationale": "Checking an injured person and giving first aid needs trained hands on them.",
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    "modelId": "claude-opus-5",
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    "taskId": "us-33-9092-5043",
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      0,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Teaching swimming or skiing means demonstrating and correcting people physically in the water or on the snow.",
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    "modelId": "claude-opus-5",
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      25,
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      1,
      3
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    "rationale": "Weather and hazard warnings can be generated and broadcast automatically, though spotting unsafe behavior needs someone watching.",
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    "modelId": "claude-opus-5",
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  {
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      57,
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      4,
      1,
      1,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Condition logs and incident records are routine written records that software compiles well.",
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    "modelId": "claude-opus-5",
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  {
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      1,
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Checking lifts and tows for wear means physically examining the equipment.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Hiring paperwork and training material can be drafted automatically, but supervising staff depends on being with them.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Checking whether facilities are clean means walking through and looking.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Watching an area through binoculars for trouble means being posted there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-33-9092",
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  {
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      0,
      2,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Helping people use a ski lift safely means standing beside it.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-33-9092",
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  {
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Operating underwater recovery equipment is physical work in the water.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      2,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Taking part in a live demonstration for guests means being there in person.",
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    "modelId": "claude-opus-5",
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Testing and correcting pool chemistry means handling samples and chemicals poolside.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "occupationId": null
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  {
    "taskId": "us-33-9093-15331",
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      1,
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Recorded announcements exist, but getting a queue of people to actually divest takes someone standing there directing them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "us-33-9093-15332",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Document checks are already partly automated, but matching the ID to the person standing there needs someone present.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
    "taskId": "us-33-9093-15333",
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Closing or reopening a checkpoint area means physically controlling the space and the people in it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Taking a prohibited item out of a bag and handing it over is physical handling.",
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    "modelId": "claude-opus-5",
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    "rationale": "Escalating an odd item is a quick conversation with a supervisor who can see the object.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "d": [
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    "confidence": "medium",
    "unstable": true,
    "rationale": "The radio call itself is simple, but spotting the problem depends on being on the ramp.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The machine can suggest, but a certified officer carries the judgment on whether a flagged bag gets searched.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "confidence": "medium",
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    "rationale": "Pointing passengers toward baggage claim is simple wayfinding information given in person.",
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    "modelId": "claude-opus-5",
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    "rationale": "Warning colleagues not to open a bag is a quick spoken alert given right there at the checkpoint.",
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    "modelId": "claude-opus-5",
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    "unstable": false,
    "rationale": "Explaining the mailing option is simple information, but taking the item off the passenger happens face to face.",
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    "modelId": "claude-opus-5",
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    "rationale": "Reading bag X-ray images is pattern spotting that automated detection already does, though a certified officer makes the call.",
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    "confidence": "high",
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    "rationale": "Spotting tampering means handling and looking closely at the actual bag.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Finding the flagged bag on the belt and pulling it aside is physical handling.",
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    "rationale": "Camera analytics already measure queue flow, though keeping order at the lanes needs staff present.",
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    "unstable": false,
    "rationale": "Passing word up the chain when something goes wrong is a straightforward alert that systems already send.",
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    "rationale": "A pat-down is physical contact with a passenger and cannot happen any other way.",
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  {
    "taskId": "us-33-9093-15347",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Logging which bags set off alarms is routine record-keeping the screening equipment can largely produce itself.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Opening a bag and searching it by hand is physical work at the checkpoint.",
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    "modelId": "claude-opus-5",
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      2
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    "rationale": "Putting bags through the machine and pulling them aside is physical handling of luggage.",
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    "modelId": "claude-opus-5",
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      3
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    "rationale": "Swabbing a bag and feeding the sample into a detector requires hands at the machine.",
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    "modelId": "claude-opus-5",
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    "unstable": false,
    "rationale": "Screening bag images from a remote room is already a screen-based task that automated detection assists.",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Face matching against posted photographs is something recognition software does well, but the watching happens at the checkpoint.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Running an evacuation drill means being on the bus guiding children out.",
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    "unstable": false,
    "rationale": "Some system health can be checked remotely, but confirming cameras, alarms and locks actually work means testing them.",
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      1
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    "confidence": "high",
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    "rationale": "Stopping and detaining a shoplifter is a physical act by a person on the shop floor.",
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  {
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  {
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      3
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    "unstable": false,
    "rationale": "Recommending anti-fraud measures is analysis and write-up, an area where software produces strong first drafts.",
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    "modelId": "claude-opus-5",
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      1
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    "rationale": "Responding to a fire, storm or disturbance means physically being there and acting.",
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  {
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    "rationale": "Judging food quality means tasting, smelling and looking at it.",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Watching whether staff follow hygiene rules means being in the kitchen, and a certified manager is legally required.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-35-1011",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Counting and checking a delivery means handling the boxes as they arrive.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-35-1011",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Ordering stock against par levels and expected covers is exactly what inventory software does.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3
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    "confidence": "medium",
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    "rationale": "Some coordination runs through prep lists, but supervising a kitchen during service means being in it.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-35-1011",
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  {
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      2
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    "confidence": "high",
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    "rationale": "Checking supplies, equipment and work areas means walking the kitchen and looking at them.",
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    "modelId": "claude-opus-5",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Presentation ideas can be generated, but building the actual display is hands-on work with the food.",
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      3
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    "rationale": "Recipes and method notes are easy to produce, but teaching cooks happens at the stove alongside them.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Recipe and menu development draws on well documented cooking knowledge, seasonality and sales data.",
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    "rationale": "Production schedules and staffing levels follow from expected covers and recorded prep times.",
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    "rationale": "Adverts and screening are easy to automate, but kitchen hiring usually turns on a trial shift.",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Menu options draft easily, but couples planning a wedding want a chef they have met and trust.",
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    "rationale": "Prices and order lists prepare easily, but negotiating with a supplier rep is a conversation.",
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    "rationale": "Arranging purchases and repairs is largely quotes, scheduling and paperwork.",
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    "rationale": "Recording production and operations data on set forms is routine paperwork software handles.",
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    "rationale": "Multi-site planning is desk work, but directing cooking across kitchens still means showing up in them.",
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    "modelId": "claude-opus-5",
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    "rationale": "Balancing the takings is arithmetic software does instantly, but counting the drawer is done by hand.",
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    "unstable": false,
    "rationale": "Fixing a complaint usually means going to the table and putting the guest at ease face to face.",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Course notes can be written by software, but showing someone how to hold a knife happens in the kitchen.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      2
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      0,
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      3
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    "modelId": "claude-opus-5",
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      1,
      3
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      3
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    "rationale": "Scaling a recipe to work out ingredient quantities is straightforward arithmetic for software.",
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      3
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    "rationale": "Finding where stock and money go missing is pattern spotting in till and inventory data, which software does well.",
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      2
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    "rationale": "Setting portions, timings and station layouts is planning work that can be worked out on paper.",
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      2
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    "rationale": "Spotting where a process wastes time and suggesting fixes is analysis software can do from the shift data.",
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      2,
      2
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    "confidence": "high",
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    "rationale": "Greeting and seating guests is the moment a person is physically there to welcome them.",
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Card readers and pay-at-table apps handle the money, but the bill is still carried over by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      0,
      3
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    "confidence": "medium",
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    "rationale": "Predicting staff and supply needs from the menu and past sales is forecasting software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-1012",
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  {
    "taskId": "us-35-1012-2161",
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      57,
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      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Placing orders against supplier catalogues and delivery windows is routine purchasing work software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-1012",
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  {
    "taskId": "us-35-1012-2164",
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      86
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    "d": [
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      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Taking bookings and slotting parties into a diary is exactly what reservation software already does.",
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  {
    "taskId": "us-35-1012-2165",
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      0,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Drafting departmental goals, budgets and procedures is document work software produces to a usable standard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
    "taskId": "us-35-1012-2166",
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      1,
      3
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    "rationale": "Building a maintenance calendar and booking repairs is scheduling and admin that software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Specifications can be compared on paper, but judging whether a product works usually means tasting or trying it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
    "taskId": "us-35-1012-18714",
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      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Payroll and deposit paperwork suit software, but counting and moving cash is hands-on.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "us-35-1012-18715",
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    "d": [
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      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning a kitchen and dining room is physical work done on the spot.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "us-35-1012-18716",
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      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Write-ups can be drafted by software, but judging how a server actually handles a room means watching them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      3,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Rotas can be generated automatically, but hiring and firing are conversations that hinge on trust.",
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  {
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      1,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Carving meat and pouring wine are done with hands, in front of the guest.",
    "promptVersion": "task_scoring_v1.0",
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  {
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      3
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    "confidence": "medium",
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    "rationale": "Filling in production and staffing forms from system data is routine record-keeping software does accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      2,
      2
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    "rationale": "Agendas and notes can be produced by software, but the discussion itself depends on people in the room.",
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    "modelId": "claude-opus-5",
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  {
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      2,
      2,
      1,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Menus can be planned by software, but patient diets need a qualified dietitian and trays are assembled by hand.",
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  {
    "taskId": "us-35-2011-5053",
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      3
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    "rationale": "Keeping the work area to hygiene standards is done physically in that area.",
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  {
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    "rationale": "Cleaning surfaces and utensils is physical work in the kitchen.",
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  {
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    "rationale": "Operating grills and fryers means standing at the equipment.",
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  {
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    "rationale": "Checking that food looks and weighs right means someone looking at the actual food.",
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  {
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      4
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    "rationale": "Self-service screens and apps already take orders and payments, though counter service still means someone standing there.",
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    "rationale": "Reading the ticket is trivial, but cooking the food to it is entirely hands-on.",
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    "rationale": "Washing, cutting and prepping food is manual kitchen work.",
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  {
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    "rationale": "Measuring ingredients means handling them with scoops and scales.",
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  {
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    "rationale": "Cooking and packing batches of food is manual kitchen work.",
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    "rationale": "Cooking several customers' orders at once is hands-on work at the grill.",
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  {
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    "rationale": "Handing an order to a customer means someone physically passing it across.",
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      4
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      0,
      0,
      1
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    "modelId": "claude-opus-5",
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  {
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Travelling with the family to cook at another house is presence-based work.",
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    "scoredUnderOccupationId": "us-soc-35-2013",
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  },
  {
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      17
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      3,
      0,
      0,
      3
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    "rationale": "Reheating instructions and labels are easy to write, but chilling, packing and freezing the food is physical kitchen work.",
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    "modelId": "claude-opus-5",
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  },
  {
    "taskId": "us-35-2013-20897",
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      79
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      0,
      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Menu logs and household spending records are ordinary bookkeeping that software handles well.",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-2013",
    "occupationId": null
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  {
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      4
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      0,
      4,
      0,
      0,
      1
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    "unstable": false,
    "rationale": "Turning and stirring food is manual work at the stove.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:30:43.879Z",
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    "scoredUnderOccupationId": null,
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  },
  {
    "taskId": "us-35-2014-2170",
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      4
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      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cooking and seasoning to taste is physical work at the stove guided by experience.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-2014",
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  },
  {
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      0,
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      0
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    "rationale": "Judging doneness by tasting, smelling and piercing food relies on senses used in the kitchen.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-35-2014",
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  },
  {
    "taskId": "us-35-2014-2172",
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      4,
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      2
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    "rationale": "Weighing, measuring and mixing ingredients is hands-on preparation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-2014",
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  },
  {
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      4,
      0,
      0,
      1
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    "rationale": "Portioning, arranging and garnishing plates is done by hand at the pass.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      4,
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      1,
      1
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    "rationale": "Stepping in for other cooks during a rush means physically working the line.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-35-2014",
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  {
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      4,
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      2
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    "rationale": "Baking, roasting, broiling and steaming food is hands-on cooking.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-2014",
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  {
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      4
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Washing, peeling, cutting and seeding produce is manual preparation work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  },
  {
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      0,
      0,
      3
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    "rationale": "Forecasting how much food will be needed and ordering it is planning software does well, though stock is fetched by hand.",
    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-2014",
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  {
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      4,
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      1
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    "confidence": "high",
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    "rationale": "Carving and trimming meat is skilled knife work done by hand.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-35-2014",
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  {
    "taskId": "us-35-2014-2180",
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      3,
      0,
      3,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Running a kitchen team through service depends on being on the line with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "us-35-2014-2181",
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      0,
      1,
      2
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    "rationale": "Menu planning around costs and events is desk work software helps with, though what sells here is local knowledge.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      1
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    "rationale": "Butchering and dressing meat, poultry and shellfish is skilled manual work.",
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    "modelId": "claude-opus-5",
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      2
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    "rationale": "Baking bread, cakes and pastries is hands-on kitchen work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      1
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    "rationale": "Preparing relishes and hors d'oeuvres is manual food preparation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-35-2014",
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      0,
      3
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    "rationale": "Keeping kitchen records and accounts is straightforward bookkeeping that software handles.",
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      0,
      2
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    "rationale": "Costing and pricing dishes is a calculation software does, though judging what customers will pay is local knowledge.",
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    "modelId": "claude-opus-5",
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      2
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    "rationale": "Inspecting and cleaning surfaces, equipment and serving areas is physical work in the kitchen.",
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      3
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    "rationale": "Equipment holds temperatures automatically, but setting and watching ovens and grills through service happens at the equipment.",
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      0,
      2
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    "rationale": "Stock records can be handled by software, but judging freshness relies on handling, smelling and looking at food.",
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      1
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    "rationale": "Cleaning equipment, work areas and counters is physical work in the kitchen.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      2
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    "confidence": "medium",
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    "rationale": "Timing orders so dishes finish together is planning, but it happens in your head while cooking on the line.",
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    "rationale": "Grilling, cooking and frying food is hands-on kitchen work.",
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      1,
      2
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    "rationale": "Taking an order and cooking it quickly is work done at the counter and the grill.",
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    "rationale": "Grilling and garnishing burgers and steaks is hands-on cooking.",
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    "modelId": "claude-opus-5",
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      1
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    "rationale": "Plating food and serving it to customers is physical work.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-2015",
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      3
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    "confidence": "medium",
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    "rationale": "Ordering supplies is a routine purchasing task software handles, though stocking shelves is physical.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Taking payment and giving change is a counter task, though the till already does the calculating and recording.",
    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-2015",
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  {
    "taskId": "us-35-2015-18725",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Restocking, rotating and date-stamping food means handling it in the kitchen.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-2015",
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    "taskId": "us-35-2015-18726",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Checking a customer's ID means looking at the person and the document in front of you.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:53.473Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3011",
    "occupationId": null
  },
  {
    "taskId": "us-35-3011-2225",
    "score": 40,
    "band": "partial",
    "range": [
      33,
      47
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    "d": [
      4,
      2,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Totting up takings is arithmetic software does instantly, although the cash itself still needs counting.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-35-3011-2226",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      1,
      3,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Judging when someone has had enough and talking them down happens face to face in the room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:53.473Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3011",
    "occupationId": null
  },
  {
    "taskId": "us-35-3011-2227",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Washing glasses, utensils and bar equipment is done by hand behind the bar.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:53.473Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3011",
    "occupationId": null
  },
  {
    "taskId": "us-35-3011-2228",
    "score": 12,
    "band": "minimal",
    "range": [
      5,
      19
    ],
    "d": [
      2,
      3,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Apps can take orders, but bar service still means hearing them across a busy counter.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:53.473Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3011",
    "occupationId": null
  },
  {
    "taskId": "us-35-3011-2229",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      1,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Pouring and serving beer and wine is hands-on.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:53.473Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3011",
    "occupationId": null
  },
  {
    "taskId": "us-35-3011-2230",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Wiping down the bar, work areas and tables is physical cleaning.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:53.473Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3011",
    "occupationId": null
  },
  {
    "taskId": "us-35-3011-2231",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Mixing a cocktail means physically handling bottles, ice and glassware.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:53.473Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3011",
    "occupationId": null
  },
  {
    "taskId": "us-35-3011-2232",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      1,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Carrying food to someone sitting at the bar needs hands and presence.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-35-3011-2233",
    "score": 81,
    "band": "very high",
    "range": [
      74,
      88
    ],
    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Reordering drinks and supplies against stock levels is routine ordering that software already handles.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:53.473Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3011",
    "occupationId": null
  },
  {
    "taskId": "us-35-3011-2234",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      3,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Asking a difficult customer to leave, or removing them, requires being physically present.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:53.473Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3011",
    "occupationId": null
  },
  {
    "taskId": "us-35-3011-2235",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cutting and preparing fruit garnishes is manual prep work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:53.473Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3011",
    "occupationId": null
  },
  {
    "taskId": "us-35-3011-2236",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Arranging bottles and glassware into a display is done by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-35-3011-2237",
    "score": 18,
    "band": "minimal",
    "range": [
      11,
      25
    ],
    "d": [
      2,
      2,
      1,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Running a bar involves planning software can support, but the day-to-day is people and premises.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:53.473Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3011",
    "occupationId": null
  },
  {
    "taskId": "us-35-3011-2238",
    "score": 6,
    "band": "minimal",
    "range": [
      0,
      13
    ],
    "d": [
      1,
      3,
      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Supervising bar staff happens on the floor, alongside the people working the shift.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:53.473Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3011",
    "occupationId": null
  },
  {
    "taskId": "us-35-3011-2239",
    "score": 75,
    "band": "high",
    "range": [
      68,
      82
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Designing a bar menu is planning and writing built on widely published drinks knowledge.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:53.473Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3011",
    "occupationId": null
  },
  {
    "taskId": "us-35-3011-2240",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Preparing cold food platters is hands-on kitchen work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:53.473Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3011",
    "occupationId": null
  },
  {
    "taskId": "us-35-3011-2241",
    "score": 62,
    "band": "high",
    "range": [
      55,
      69
    ],
    "d": [
      3,
      1,
      0,
      0,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Inventing drink recipes draws on a huge published body of recipes, though the result still needs tasting.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:53.473Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3011",
    "occupationId": null
  },
  {
    "taskId": "us-35-3011-18735",
    "score": 0,
    "band": "minimal",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Carrying and shelving stock, ice and glassware is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:53.473Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3011",
    "occupationId": null
  },
  {
    "taskId": "us-35-3023-17581",
    "score": 0,
    "band": "minimal",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Making coffee and other drinks is hands-on work at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3023",
    "occupationId": null
  },
  {
    "taskId": "us-35-3023-17582",
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    "band": "minimal",
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      0,
      4
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    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning and sanitising equipment and surfaces is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3023",
    "occupationId": null
  },
  {
    "taskId": "us-35-3023-17583",
    "score": 0,
    "band": "minimal",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning seating and service areas is physical work done on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3023",
    "occupationId": null
  },
  {
    "taskId": "us-35-3023-17584",
    "score": 10,
    "band": "minimal",
    "range": [
      6,
      14
    ],
    "d": [
      1,
      3,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking fridge and heater temperatures means walking round with a thermometer or reading gauges on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3023",
    "occupationId": null
  },
  {
    "taskId": "us-35-3023-17585",
    "score": 35,
    "band": "low",
    "range": [
      28,
      42
    ],
    "d": [
      4,
      2,
      0,
      2,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Describing menu items and suggesting extras is the kind of information software produces well, though here it is said across the counter.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3023",
    "occupationId": null
  },
  {
    "taskId": "us-35-3023-17586",
    "score": 19,
    "band": "minimal",
    "range": [
      12,
      26
    ],
    "d": [
      3,
      3,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Placing supply orders is simple system work, but receiving deliveries and shelving stock is done by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3023",
    "occupationId": null
  },
  {
    "taskId": "us-35-3023-17587",
    "score": 35,
    "band": "low",
    "range": [
      28,
      42
    ],
    "d": [
      3,
      2,
      0,
      1,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Coffee origins and brewing methods are well documented, though customers usually ask across the counter.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:08:06.879Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-35-3023-17588",
    "score": 10,
    "band": "minimal",
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      6,
      14
    ],
    "d": [
      1,
      3,
      0,
      1,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Taking payment across a counter, including cash, is physical handling of money.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3023",
    "occupationId": null
  },
  {
    "taskId": "us-35-3023-17589",
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      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Handing over prepared food is done in person at the counter.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3023",
    "occupationId": null
  },
  {
    "taskId": "us-35-3023-17590",
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    "band": "minimal",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Stocking stations with cups, napkins and drink items is manual work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-35-3023-17591",
    "score": 35,
    "band": "low",
    "range": [
      28,
      42
    ],
    "d": [
      3,
      2,
      0,
      1,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Capturing an order and passing it to the team is routine information work that ordering systems already do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3023",
    "occupationId": null
  },
  {
    "taskId": "us-35-3023-17592",
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      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Taking out the rubbish is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3023",
    "occupationId": null
  },
  {
    "taskId": "us-35-3023-17593",
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    "band": "minimal",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Weighing, grinding and packing beans is hands-on work with the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3023",
    "occupationId": null
  },
  {
    "taskId": "us-35-3023-17594",
    "score": 0,
    "band": "minimal",
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      0,
      4
    ],
    "d": [
      0,
      4,
      1,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Wrapping, labelling and dating food is hands-on work with the items.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:08:06.879Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-35-3023-17595",
    "score": 75,
    "band": "high",
    "range": [
      71,
      79
    ],
    "d": [
      4,
      1,
      0,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Writing and designing promotional signs is straightforward design and copy work software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3023",
    "occupationId": null
  },
  {
    "taskId": "us-35-3023-17596",
    "score": 9,
    "band": "minimal",
    "range": [
      5,
      13
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    "d": [
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      3,
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      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Showing someone how an espresso machine works means standing at the machine with them.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3023",
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  {
    "taskId": "us-35-3023-17597",
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      4
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      4,
      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Making up sandwiches and salads is food preparation done by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3023",
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  {
    "taskId": "us-35-3023-17598",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Building and refilling product displays means physically moving stock.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3023",
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  },
  {
    "taskId": "us-35-3023-17599",
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    "range": [
      0,
      4
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    "d": [
      0,
      4,
      1,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Slicing food is hands-on preparation with a knife.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:08:06.879Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-35-3023-23099",
    "score": 26,
    "band": "low",
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      19,
      33
    ],
    "d": [
      3,
      2,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Handling orders and complaints is conversation software manages well, though at a counter it happens face to face.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3023",
    "occupationId": null
  },
  {
    "taskId": "us-35-3023-23100",
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      6,
      14
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    "d": [
      1,
      3,
      0,
      1,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Handling notes and coins and giving change back across a counter is physical work with money.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3023",
    "occupationId": null
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  {
    "taskId": "us-35-3023-23101",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Scrubbing counters, steam tables and glassware is cleaning done by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3023",
    "occupationId": null
  },
  {
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Sweeping, mopping and washing up is physical work that needs someone with a mop.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3023",
    "occupationId": null
  },
  {
    "taskId": "us-35-3023-23103",
    "score": 41,
    "band": "partial",
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      34,
      48
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      3,
      2,
      0,
      0,
      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Adding up takings and matching them to the till is arithmetic software does, though the cash itself still has to be counted.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3023",
    "occupationId": null
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  {
    "taskId": "us-35-3023-23104",
    "score": 35,
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      28,
      42
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      3,
      2,
      0,
      1,
      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Taking an order and totalling a bill is routine information work, and voice ordering systems already do it in some restaurants.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3023",
    "occupationId": null
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  {
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      0,
      4
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    "d": [
      0,
      4,
      0,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Carrying food and drinks to people is physical work done on the spot.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3023",
    "occupationId": null
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  {
    "taskId": "us-35-3023-23106",
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      4
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      4,
      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Making sandwiches, soups and coffee is cooking, which needs hands in the kitchen.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3023",
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  {
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      0,
      4
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    "d": [
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      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Clearing and tidying eating and kitchen areas is physical work done on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3023",
    "occupationId": null
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  {
    "taskId": "us-35-3023-23108",
    "score": 38,
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      31,
      45
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      3,
      2,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Tracking stock levels and placing orders is system work, but putting supplies back on the shelf is done by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "occupationId": null
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  {
    "taskId": "us-35-3023-23109",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Brewing drinks and filling containers is hands-on work at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3023",
    "occupationId": null
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  {
    "taskId": "us-35-3023-23110",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      1,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Serving people quickly at a counter is the job of being there in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
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      4
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      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Gathering dirty dishes and carrying them to the kitchen is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
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      4
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    "d": [
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      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Washing up after meals is done by hand at the sink.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3023",
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      4
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      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Wrapping food for serving or takeaway is done by hand as orders come in.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3023",
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  {
    "taskId": "us-35-3023-23114",
    "score": 32,
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      2,
      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Flagging a shortage or a special order is a short message that order systems already pass along, though it is often called out in the kitchen.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:08:06.879Z",
    "keyingScheme": "text-only",
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    "occupationId": null
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    "taskId": "us-35-3023-23115",
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      0,
      4,
      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Making up cold drinks and desserts on the machines is hands-on work at the counter.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      4
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    "d": [
      0,
      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Picking food from the counter and putting it into dishes or bags is done by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3023",
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      4
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      0,
      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Topping up food at serving stations is physical work in the servery.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3023",
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      27
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    "d": [
      2,
      2,
      0,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Rotas and training material can be drafted by software, but showing a new starter the job happens shoulder to shoulder.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "occupationId": null
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  {
    "taskId": "us-35-3023-23119",
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      42
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    "d": [
      3,
      2,
      0,
      1,
      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Writing down an order and handing over a ticket number is routine information work software handles.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      4
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    "d": [
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      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Passing food to servers is physical work in a busy kitchen.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      4
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      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Setting out and clearing dining areas means moving furniture and tableware yourself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Adding garnishes to plates is done by hand as each order goes out.",
    "promptVersion": "task_scoring_v1.0",
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      0,
      0,
      2
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    "unstable": false,
    "rationale": "Carrying orders to the kitchen and food back out is physical work on the floor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-35-3023",
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  {
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      4
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      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Arranging tables and decorations means moving them yourself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
    "taskId": "us-35-3023-23125",
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      18
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    "d": [
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      3,
      1,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Planning meals around dietary needs is something software does well, but cooking and delivering them is hands-on.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
    "taskId": "us-35-3031-2275",
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      4
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      2,
      1,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Checking a photo ID against the person holding it has to happen at the table.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:57.058Z",
    "keyingScheme": "text-only",
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  {
    "taskId": "us-35-3031-2276",
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      0,
      1,
      3
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    "unstable": true,
    "rationale": "Taking payment at a counter is hands-on till work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:50:31.216Z",
    "keyingScheme": "text-only",
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  {
    "taskId": "us-35-3031-2277",
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    "d": [
      3,
      3,
      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Writing up an order is simple recording, but it starts with a diner talking to someone standing at the table.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:57.058Z",
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  {
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      2,
      16
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      3,
      0,
      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Taking a food or drink order means being at the table listening to the people there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:57.058Z",
    "keyingScheme": "text-only",
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    "occupationId": null
  },
  {
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      0,
      10
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      1,
      3,
      0,
      3,
      1
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking in on diners mid-meal and putting things right depends on reading the table in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3031",
    "occupationId": null
  },
  {
    "taskId": "us-35-3031-2280",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      1,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Carrying food and drink to a table is physical service.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:57.058Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3031",
    "occupationId": null
  },
  {
    "taskId": "us-35-3031-2281",
    "score": 69,
    "band": "high",
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      65,
      73
    ],
    "d": [
      4,
      1,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Itemizing a bill and adding sales tax is arithmetic that registers and software handle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:57.058Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3031",
    "occupationId": null
  },
  {
    "taskId": "us-35-3031-2283",
    "score": 9,
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      2,
      16
    ],
    "d": [
      2,
      3,
      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Menu questions and recommendations are well-documented information, but they are asked and answered at the table.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:57.058Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3031",
    "occupationId": null
  },
  {
    "taskId": "us-35-3031-2284",
    "score": 11,
    "band": "minimal",
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      1,
      21
    ],
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      2,
      3,
      0,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": true,
    "rationale": "Telling diners about the day's specials is simple information, delivered in person at the table.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:57.058Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-35-3031-2285",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Clearing and wiping tables and counters is physical cleaning.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:57.058Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3031",
    "occupationId": null
  },
  {
    "taskId": "us-35-3031-2286",
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      0,
      4
    ],
    "d": [
      0,
      4,
      1,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Making hot, cold and mixed drinks and chilling wine is hands-on bar work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:57.058Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3031",
    "occupationId": null
  },
  {
    "taskId": "us-35-3031-2287",
    "score": 16,
    "band": "minimal",
    "range": [
      9,
      23
    ],
    "d": [
      3,
      3,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Explaining ingredients and cooking methods is well-documented information, though it is delivered face to face.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:57.058Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3031",
    "occupationId": null
  },
  {
    "taskId": "us-35-3031-2288",
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    "band": "minimal",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Laying tables with linen, silverware and glassware is manual setup.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:57.058Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3031",
    "occupationId": null
  },
  {
    "taskId": "us-35-3031-2289",
    "score": 0,
    "band": "minimal",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Preparing salads, appetizers, desserts and coffee is hands-on kitchen work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:57.058Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3031",
    "occupationId": null
  },
  {
    "taskId": "us-35-3031-2290",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Restocking service areas with supplies means carrying and placing them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:57.058Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3031",
    "occupationId": null
  },
  {
    "taskId": "us-35-3031-2291",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Garnishing and plating dishes means handling food by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:57.058Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-35-3031-2292",
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      4
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    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Refilling condiment, sugar and napkin containers is manual work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:57.058Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3031",
    "occupationId": null
  },
  {
    "taskId": "us-35-3031-2293",
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      4
    ],
    "d": [
      0,
      4,
      0,
      1,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Walking guests to their table is done in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:57.058Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3031",
    "occupationId": null
  },
  {
    "taskId": "us-35-3031-2294",
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      6,
      20
    ],
    "d": [
      3,
      3,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Wine knowledge is widely documented, but the recommendation is made in conversation at the table.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:57.058Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3031",
    "occupationId": null
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  {
    "taskId": "us-35-3031-2295",
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      4
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    "d": [
      0,
      4,
      1,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Bringing wine and glasses to the table and pouring is physical service.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:57.058Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3031",
    "occupationId": null
  },
  {
    "taskId": "us-35-3031-18744",
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      4
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    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Rolling silverware and setting up stations and dining areas is manual preparation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:57.058Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3031",
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  {
    "taskId": "us-35-3031-18745",
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      4
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Clearing dishes and glasses to the kitchen is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:57.058Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3031",
    "occupationId": null
  },
  {
    "taskId": "us-35-3031-18746",
    "score": 26,
    "band": "low",
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      19,
      33
    ],
    "d": [
      3,
      2,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Phone reservations and to-go orders are easily handled remotely, but greeting and seating guests happens in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:57.058Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3031",
    "occupationId": null
  },
  {
    "taskId": "us-35-3031-18747",
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    "band": "minimal",
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      4
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    "d": [
      0,
      4,
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      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Sweeping, mopping, vacuuming, taking out trash and checking restrooms is physical cleaning.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3031",
    "occupationId": null
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  {
    "taskId": "us-35-3031-18748",
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      14,
      28
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    "d": [
      4,
      3,
      0,
      1,
      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Local directions and tips are exactly the sort of public information software gives well, though guests ask in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-35-3041-11149",
    "score": 11,
    "band": "minimal",
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      4,
      18
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    "d": [
      2,
      3,
      1,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking a meal matches someone's diet is a rules job software handles, but the checking happens as trays go out.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3041",
    "occupationId": null
  },
  {
    "taskId": "us-35-3041-11150",
    "score": 0,
    "band": "minimal",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Washing and sterilising dishes and equipment is physical work in the kitchen.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3041",
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  },
  {
    "taskId": "us-35-3041-11151",
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      3,
      17
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    "d": [
      1,
      3,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking trays means being there looking at them, though matching against a list is routine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-35-3041-11152",
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      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Putting food onto plates and trays is done by hand at the serving line.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3041",
    "occupationId": null
  },
  {
    "taskId": "us-35-3041-11153",
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      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Putting cutlery, napkins and condiments onto trays is done by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3041",
    "occupationId": null
  },
  {
    "taskId": "us-35-3041-11154",
    "score": 32,
    "band": "low",
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      25,
      39
    ],
    "d": [
      3,
      2,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Ordering screens and voice systems already take and pass on orders, though in many settings a person still goes over.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3041",
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  {
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      4
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      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Restocking ice, napkins and straws means carrying items to the service station.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3041",
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  },
  {
    "taskId": "us-35-3041-11156",
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      4
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    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Clearing trays and stacking dishes is physical work at the table and the kitchen.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3041",
    "occupationId": null
  },
  {
    "taskId": "us-35-3041-11157",
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    "band": "minimal",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Making sandwiches, salads and drinks is hands-on food preparation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3041",
    "occupationId": null
  },
  {
    "taskId": "us-35-3041-11158",
    "score": 7,
    "band": "minimal",
    "range": [
      0,
      14
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    "d": [
      1,
      3,
      1,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "The standards are written down, but watching whether staff actually follow them means being in the kitchen.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3041",
    "occupationId": null
  },
  {
    "taskId": "us-35-3041-11159",
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    "band": "minimal",
    "range": [
      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Carrying trays and pushing carts is exactly the kind of moving about that needs a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-35-3041",
    "occupationId": null
  },
  {
    "taskId": "us-35-3041-11160",
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    "band": "minimal",
    "range": [
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      4
    ],
    "d": [
      0,
      4,
      0,
      3,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Settling someone in to eat their meal is done at their side, and it matters who does it.",
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    "rationale": "Replenishing steam tables and service bars is manual work.",
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    "confidence": "high",
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    "rationale": "Handing a menu to someone sitting at a table needs a person physically there.",
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      2
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      3
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    "confidence": "medium",
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    "rationale": "Taking and recording a reservation is data entry that online booking systems already do.",
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      1
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    "rationale": "Most of this is talking with kitchen and floor staff while on the restaurant floor, reading the room.",
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    "rationale": "The words describing specials are easy to generate, but they are usually spoken to guests standing in front of you.",
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    "rationale": "Pointing people towards the cloakroom or lounge happens in person, though signs can do part of it.",
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    "rationale": "Someone has to work the till with the customer present, even though self-service payment already exists.",
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      3
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    "unstable": false,
    "rationale": "Adding up the day's takings is straightforward paperwork, but the trip to the bank still needs a person.",
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  {
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    "rationale": "Directing staff during service happens live on the floor and depends on trust built with the team.",
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    "confidence": "medium",
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    "rationale": "Working out what to reorder from usage records is routine, though someone must check the stockroom.",
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    "rationale": "Hiring and training staff depends on judging people and showing them the job in person.",
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      3
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    "confidence": "medium",
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    "rationale": "Writing promotions, social posts and adverts for a restaurant is exactly the kind of copy software drafts well.",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Table systems already handle rotation and seating maths well, though someone still checks which tables are genuinely free.",
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    "confidence": "high",
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    "rationale": "Answering calls and giving standard information is something automated phone systems already handle well for restaurants.",
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    "rationale": "Someone has to walk the room and look at the tables, so this stays hands on.",
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    "rationale": "Checking and cleaning restrooms is hands-on work in the room itself.",
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    "rationale": "Protocols are published, but stopping an outbreak means directing real cleaning in real rooms.",
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    "rationale": "Staff rotas are a scheduling puzzle that software solves quickly.",
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    "rationale": "Software can log and sort complaints, but checking the room and putting it right is physical.",
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      3
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    "confidence": "medium",
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    "rationale": "Keeping departments in step depends on ongoing working relationships.",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Judging what work a building needs means walking it.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "unstable": false,
    "rationale": "Which product suits which surface is well documented, though you need to see the surface.",
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    "unstable": false,
    "rationale": "Showing someone how to use a machine safely happens alongside them.",
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    "rationale": "Mixing and spreading chemical treatments is hands-on application by a certified operator.",
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    "rationale": "Photo-based identification of pests and diseases is now strong, though someone still has to inspect the affected planting.",
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      3
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      3
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      2
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    "confidence": "high",
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-37-1012",
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Timesheets and leave approvals run against clear rules in systems software already manages.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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    "rationale": "Suggesting efficiency changes is analysis and write-up, though it draws on watching how the crew actually works.",
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    "modelId": "claude-opus-5",
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  {
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      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Draft plans and schedules are easy to produce, but agreeing them with managers and designers is a live discussion.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-37-1012",
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  {
    "taskId": "us-37-1012-11222",
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      2,
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      0,
      3,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Agreeing a price face to face with a customer depends on the relationship and reading the person opposite.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-37-1012",
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  {
    "taskId": "us-37-1012-11223",
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      1,
      3
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    "confidence": "high",
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    "rationale": "Answering questions about methods, materials and price ranges is standard information already written down for customers.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-37-1012",
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  {
    "taskId": "us-37-1012-11224",
    "score": 83,
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      0,
      0,
      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Estimating from labor, material and machine rates is arithmetic against published cost data, well suited to software.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
    "taskId": "us-37-1012-11225",
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Walking a park or golf course to judge plants and soil means being on the ground looking at them.",
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    "modelId": "claude-opus-5",
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  {
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Sprinkler sizing and coverage are published calculations, but the layout depends on walking the actual site.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-37-1012",
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  {
    "taskId": "us-37-2011-9538",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning and restocking restrooms is hands-on work in the room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Collecting and emptying trash is physical work around the building.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-37-2011",
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  {
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Sweeping, mopping, scrubbing and vacuuming floors is manual cleaning.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
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    "confidence": "high",
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    "rationale": "Handling chemicals and power equipment correctly is done with hands on the machine.",
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    "modelId": "claude-opus-5",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Mixing detergents and acids into cleaning solution is hands-on work with the containers.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Stripping, sealing, finishing and polishing floors is physical floor work.",
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    "modelId": "claude-opus-5",
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    "rationale": "Spotting that a building system needs major repair means being in the building, though the message to managers is easy to write up.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Ordering the cleaning supplies and equipment needed is straightforward system work, once someone has checked what is running low.",
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    "rationale": "Cleaning windows, glass and mirrors is manual work with cloths and squeegees.",
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    "rationale": "Steam-cleaning and shampooing carpets means running the machine over them.",
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    "rationale": "Setting out and clearing tables, chairs and decorations for events is physical work in the room.",
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    "rationale": "Shifting heavy furniture and equipment, by hand or hand truck, is physical work.",
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    "rationale": "Clearing snow with plows, blowers or shovels, or spreading de-icer, is outdoor physical work.",
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    "confidence": "high",
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    "rationale": "Spraying insecticide or fumigant means applying it in the building.",
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    "rationale": "Small repairs to heating, cooling, plumbing or electrical systems need hands on the system.",
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  {
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    "rationale": "Cleaning chimneys, flues and pipes with power or hand tools is physical work.",
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    "rationale": "Locking up and walking the building to check for hazards means being there after hours.",
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    "rationale": "Mowing, trimming and clearing grounds is outdoor physical work.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Driving vans and work vehicles needs a person in the driver's seat.",
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    "confidence": "high",
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    "rationale": "Moving linens and supplies around a building on a wheeled cart is purely physical work.",
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    "rationale": "Soil and drainage guidance is well documented, but testing and improving the actual pitch is outdoor hands-on work.",
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    "rationale": "Lifting, vacuuming and disinfecting artificial turf is physical work on the pitch.",
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    "rationale": "Building ponds, decks, walls and drainage is construction work done on site.",
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    "rationale": "Building forms and pouring cement is construction work done by hand on site.",
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    "rationale": "Applying pesticide across ground at the right depth is done by an operator on the machine.",
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    "rationale": "Starting engines and engaging pumps requires hands on the equipment.",
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    "rationale": "Cleaning and servicing spray machinery is hands-on maintenance.",
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    "rationale": "Photo-based plant disease identification is genuinely strong, though someone usually needs to be at the site.",
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    "taskId": "us-37-3013-13112",
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    "range": [
      0,
      11
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    "d": [
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      3,
      0,
      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Supervising and training crews happens on site, and safe tree work depends on trust between people who know each other.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-37-3013",
    "occupationId": null
  },
  {
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      0,
      4
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    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Operating boom trucks, chippers and saws means being in the cab or holding the tool.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-37-3013",
    "occupationId": null
  },
  {
    "taskId": "us-37-3013-13114",
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      0,
      4
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      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Climbing a tree with hooks and a belt is as physical as work gets.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-37-3013",
    "occupationId": null
  },
  {
    "taskId": "us-37-3013-13115",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning, sharpening and oiling tools is hands-on maintenance.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-37-3013",
    "occupationId": null
  },
  {
    "taskId": "us-37-3013-13116",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cutting branches from a tree or around power lines is done aloft with a saw in hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-37-3013",
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  },
  {
    "taskId": "us-37-3013-13117",
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    "range": [
      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Shaping a tree by cutting it is hands-on work with saws.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-37-3013-13118",
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    "band": "minimal",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Pruning, felling, feeding and spraying trees is physical work carried out at the tree.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-37-3013",
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  },
  {
    "taskId": "us-37-3013-13119",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Hauling tools up to a climber and lowering branches on ropes is physical teamwork on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-37-3013",
    "occupationId": null
  },
  {
    "taskId": "us-37-3013-13120",
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    "band": "minimal",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Feeding brush into a chipper is physical work done at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-37-3013",
    "occupationId": null
  },
  {
    "taskId": "us-37-3013-13121",
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    "band": "minimal",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Loading debris onto a truck and hauling it away is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-37-3013",
    "occupationId": null
  },
  {
    "taskId": "us-37-3013-13122",
    "score": 14,
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      7,
      21
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    "d": [
      2,
      3,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Tree diseases are well documented, but diagnosing one usually means being at the tree and examining it closely.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-37-3013-13123",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cabling and bracing a tree means fitting hardware to the trunk and branches.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-37-3013",
    "occupationId": null
  },
  {
    "taskId": "us-37-3013-13124",
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      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Raking and piling debris is manual work on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-37-3013",
    "occupationId": null
  },
  {
    "taskId": "us-37-3013-13125",
    "score": 48,
    "band": "partial",
    "range": [
      41,
      55
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    "d": [
      3,
      1,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "General tree care advice is well documented, so software answers most public questions well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-37-3013-13126",
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    "band": "minimal",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Clearing fallen limbs and stumps from a site is physical labor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-37-3013",
    "occupationId": null
  },
  {
    "taskId": "us-37-3013-13127",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Reaching a broken limb off a wire with an extension pole is physical work at height.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-37-3013",
    "occupationId": null
  },
  {
    "taskId": "us-37-3013-13128",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Trimming a stump with a saw or shears is done at the stump.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-37-3013",
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  {
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Digging out, moving and replanting trees and shrubs is heavy physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      4
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      4,
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      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Mixing chemicals, calibrating the sprayer and spraying the tree is hands-on work throughout.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-37-3013",
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  {
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    "d": [
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      1,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Tree valuation and job budgets follow published formulas and cost data, though the tree needs measuring first.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-37-3013",
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  {
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    "d": [
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      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Watering, root-feeding and fertilizing trees is done on the ground at each tree.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-37-3013",
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  {
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    "d": [
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      4,
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Brushing a sealant onto a cut surface is a manual task at the tree.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-37-3013",
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  {
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Scraping out a decayed cavity and filling it is careful handwork on the tree.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Splitting logs with wedges, sledgehammers and mallets is manual labor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "us-39-1013-23127",
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    "d": [
      1,
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      1,
      1,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Watching that games are run properly and staff are courteous means being on the floor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-39-1013",
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  {
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "A calm, in-person response is what usually settles an unhappy customer at the table.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-39-1013",
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  {
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    "d": [
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Camera systems flag suspicious play well, but the supervisor still has to be watching the table.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Clearing a coin jam or resetting a tilted machine needs hands inside it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-39-1013",
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  {
    "taskId": "us-39-1013-23131",
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    "d": [
      2,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Payout timing can be tracked automatically, but hand-delivered jackpots happen on the floor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-39-1013",
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  {
    "taskId": "us-39-1013-23132",
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    "d": [
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      2,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Greeting guests and asking how their evening is going only works face to face.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "us-39-1013-23133",
    "score": 81,
    "band": "very high",
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    "d": [
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "The transaction paperwork behind cash handling is structured form-filling that software handles very well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "us-39-1013-23134",
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    "band": "partial",
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    "d": [
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      0,
      1,
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Game rules and betting limits are fully documented, though patrons ask about them at the table.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "us-39-1013-23135",
    "score": 30,
    "band": "low",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reference material on games and cheating methods exists, but the point is the supervisor knowing it themselves.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
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    "taskId": "us-39-1013-23136",
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Resetting a slot machine after a payout is done at the machine.",
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    "rationale": "Counting out currency into requested bills and coins is done by hand at the cage.",
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    "rationale": "Cleaning and maintaining machines is hands-on work in the shop.",
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    "rationale": "Forecasting how many tables to open and rostering staff is planning work software does well.",
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    "rationale": "Checking expenses, budgets and betting accounts for accuracy is exactly what accounting software is built for.",
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    "rationale": "Hiring turns on judgement formed in an interview with a person in front of you.",
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    "rationale": "Reading feedback and suggesting improvements is text analysis software does well; acting on it needs staff.",
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    "rationale": "Summaries of industry developments are easy to produce, but training and credits are earned personally.",
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    "rationale": "Running activities like sports or aquatics means being present with staff and participants.",
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    "rationale": "Stepping in to help with a difficult job means being there to do it.",
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      2
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      2
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  {
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      1
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    "confidence": "medium",
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    "rationale": "Judging whether an animal will train comes from working with it, and much of the skill is unwritten.",
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    "modelId": "claude-opus-5",
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      2
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    "confidence": "high",
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    "rationale": "Carrying and putting out feed and water is physical work in the yard.",
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    "modelId": "claude-opus-5",
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Answering calls and booking appointments is a routine scheduling job software already handles for many businesses.",
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    "modelId": "claude-opus-5",
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      2
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Facts about animals and facility activities are abundantly documented, though visitors usually ask whoever is standing nearby.",
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    "modelId": "claude-opus-5",
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  {
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    "rationale": "Treating a sick animal is hands-on, and anything beyond basic care is a vet's job by law.",
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    "modelId": "claude-opus-5",
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      3
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    "confidence": "high",
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    "rationale": "Washing, clipping and trimming an animal is done entirely by hand.",
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      3
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    "confidence": "high",
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    "rationale": "Placing orders is a system task, but unloading and storing feed and supplies is physical work.",
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    "rationale": "Mixing feed, formulas and medication is physical preparation work.",
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    "rationale": "Cleaning and disinfecting surgical instruments is physical work.",
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    "confidence": "high",
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    "rationale": "Keeping children and animals safe around each other means being there watching them.",
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    "rationale": "Records help narrow the choice, but home visits and meeting adopters still need a person.",
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    "rationale": "Product information and sales records are easy to handle in software, though counter sales happen with the customer present.",
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    "rationale": "Cleaning, disinfecting and maintaining pens, stables and equipment is entirely physical work.",
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    "confidence": "high",
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    "rationale": "Exchanging cash for chips is a hands-on transaction at the table.",
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    "rationale": "Paying winnings and taking losing bets means handling chips at the table.",
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    "rationale": "Dealing the house hand and comparing it with players hands happens with real cards at a table.",
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    "rationale": "Running a dice, roulette or card game means being at the table operating it.",
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    "rationale": "Checking that everyone has bet before play starts requires watching the table in person.",
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    "rationale": "Standing at a table dealing cards is physical work by definition.",
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    "rationale": "Starting and controlling games and equipment and calling results is done at the table.",
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      3
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      4
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    "modelId": "claude-opus-5",
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      2,
      1,
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    "modelId": "claude-opus-5",
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      3
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    "rationale": "Taking and recording cash wagers happens hand to hand at the table.",
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    "modelId": "claude-opus-5",
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    "rationale": "Rules and casino policies are well documented and easy to look up, though players ask the dealer in front of them.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-39-3011",
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  {
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      1,
      3
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    "rationale": "Pointing a player toward the cashier is simple information, but it happens face to face at the table.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-39-3011",
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      4,
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      1,
      2
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    "rationale": "Working as part of a dealing team at a live table requires being there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      2
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    "unstable": false,
    "rationale": "Sitting in on a game to make up the numbers requires a body at the table.",
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      0,
      1,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Seating patrons at tables is done in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-39-3011",
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      0,
      3
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    "rationale": "Collection reports are routine paperwork built from table figures, which software compiles quickly.",
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    "modelId": "claude-opus-5",
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  {
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      2,
      3
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    "confidence": "high",
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    "rationale": "Training new dealers means watching their hands and correcting them at a real table.",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-39-3011",
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  {
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      2
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    "unstable": false,
    "rationale": "Watching tables for security means eyes on the game in the room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-39-3011",
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      2,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Greeting players at a table is about a person being there with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-39-3011",
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  {
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      3
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    "confidence": "high",
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    "rationale": "Taking cash and chips from players and counting them is hands-on at the table.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      2
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    "unstable": false,
    "rationale": "Picking up cards or tickets from players is pure hands-on work at the table.",
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    "modelId": "claude-opus-5",
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    "rationale": "Game rules and casino policies are fully documented, though the questions come from players at the table.",
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    "modelId": "claude-opus-5",
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      4
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    "rationale": "Comparing hands follows fixed rules, but the cards sit on a physical table in front of you.",
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    "modelId": "claude-opus-5",
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      3
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    "rationale": "Checking that everyone has bet before play means watching the table in front of you.",
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      3
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    "rationale": "Dealing and running a live table game is physical work with cards, chips and dice.",
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    "modelId": "claude-opus-5",
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      3
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    "rationale": "Collection reports are routine paperwork built from table figures, which software compiles quickly.",
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    "modelId": "claude-opus-5",
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      1,
      3
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3
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    "rationale": "Inspecting cards and equipment for damage or tampering is done by hand.",
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    "modelId": "claude-opus-5",
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      3
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    "unstable": false,
    "rationale": "Swapping bills for chips means handling cash and chips.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-39-3012",
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      3
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    "rationale": "Opening and closing a table's cash float is handled physically and under watch.",
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    "modelId": "claude-opus-5",
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      3
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    "rationale": "Starting the ball machine and calling numbers happens in the room.",
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      4
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    "rationale": "Recording tickets cashed and amounts paid out is simple bookkeeping software does automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3
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    "confidence": "high",
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    "rationale": "Spinning the wheel and releasing the ball is done by hand.",
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    "modelId": "claude-opus-5",
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      2
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    "rationale": "Running the floor and calming a dispute between players depends on being there and being respected.",
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    "rationale": "Carrying tickets, cards and money to the caller is a physical errand.",
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    "rationale": "Serving food, drinks or tobacco to players is done in person.",
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    "rationale": "The sums are trivial for software, but pushing winnings across the table happens in person.",
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    "unstable": false,
    "rationale": "Digital cinema runs shows from scheduled playlists, though someone is in the booth when it goes wrong.",
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    "modelId": "claude-opus-5",
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    "rationale": "Automation flags some faults, but noticing a soft picture or bad sound means being in the auditorium.",
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    "modelId": "claude-opus-5",
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    "rationale": "Running several screens at once is largely handled by the cinema's server software.",
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    "rationale": "Cleaning and repairing flags, table skirts and draperies is entirely hands-on.",
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    "rationale": "Polishing shoes with brushes and cleaning fluid is hand work on a physical object.",
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    "rationale": "Keeping order among people using the changing rooms means being in the room with them.",
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    "rationale": "Taking, storing and handing back people's belongings is physical handling at a counter.",
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    "rationale": "Stencilling markings onto equipment is done by hand on the item itself.",
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    "rationale": "Meeting the legal and sanitation rules is documented knowledge, but compliance happens while a licensed embalmer works on the body.",
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    "rationale": "Making incisions and using a trocar on internal organs is invasive physical work.",
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    "rationale": "Escorting mourners to the right chapel requires a person walking with them.",
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    "rationale": "Washing and driving a hearse in a procession is entirely physical work.",
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    "rationale": "Cleaning parlors and chapels is hands-on work in the rooms themselves.",
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    "rationale": "The donation guidance itself is easy to write, but families usually want it explained gently by a person in the room.",
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    "rationale": "Issuing and putting away funeral equipment involves physically handling and storing the items.",
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    "rationale": "Operating a cremator and handling remains is physical work carried out at the crematory.",
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    "rationale": "Collecting and transporting a body to the funeral home is physical work requiring a vehicle and hands.",
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    "rationale": "Comforting the recently bereaved works because a real person is present with them.",
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    "rationale": "Booking a grave opening with a cemetery is routine scheduling that software can handle.",
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    "rationale": "Product information is easy to present, but families expect to be walked through options and to see the caskets.",
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    "rationale": "Booking a minister for a service is routine coordination.",
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      2
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    "rationale": "Applying peels and masks to a face is physical treatment work.",
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      1,
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      3
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  {
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      0,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
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  {
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    "confidence": "high",
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    "rationale": "Removing blackheads is done by hand on a client who is present.",
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  {
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      1
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    "confidence": "high",
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    "rationale": "A massage is physical contact; nothing at a screen replaces it.",
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    "confidence": "high",
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    "rationale": "Waxing is hands-on removal of hair from a person.",
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  {
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      2
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    "rationale": "Applying a chemical peel is a hands-on treatment on the client's face.",
    "promptVersion": "task_scoring_v1.0",
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  {
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      3
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    "confidence": "medium",
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    "rationale": "Advice on shades and products is easy to generate, but teaching application technique happens face to face.",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Selling makeup in the treatment room depends on being there with the client and their reaction to samples.",
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  {
    "taskId": "us-39-5094-8084",
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    "d": [
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      3,
      2,
      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Working alongside surgeons on before-and-after skin care is hands-on care with a doctor accountable for the plan.",
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      2
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    "confidence": "high",
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    "rationale": "Applying tint to someone's lashes and brows is hands-on work on a person.",
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  {
    "taskId": "us-39-5094-20258",
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      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Following new products, treatments and research is reading and summarizing, which software does quickly across many sources.",
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    "modelId": "claude-opus-5",
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  {
    "taskId": "us-39-6011-2314",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Moving luggage by hand or cart is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:30:00.000Z",
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  {
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      1,
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Directions and local information are exactly what apps already provide, though guests still ask a person at the desk.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Attaching claim checks to bags is physical handling.",
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    "modelId": "claude-opus-5",
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  {
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    "rationale": "Greeting and walking guests to their rooms is being there in person.",
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      2
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    "rationale": "Helping guests with disabilities means being physically present to assist.",
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    "confidence": "high",
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    "rationale": "Being part of a security presence means physically being on site.",
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    "confidence": "high",
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    "rationale": "Delivering messages, food and errands means carrying things to people.",
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    "modelId": "claude-opus-5",
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    "rationale": "The explanation is easy to write down, but it is given while standing in the room pointing things out.",
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    "confidence": "medium",
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    "rationale": "Billing and booking a shipment is easily automated, though the bags still have to be weighed.",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping lobbies clean is physical work.",
    "promptVersion": "task_scoring_v1.0",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Booking a car can be done by software, but carrying guests around the property cannot.",
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    "confidence": "high",
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    "rationale": "Working out charges and keeping the records is routine billing that software does reliably.",
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    "rationale": "Paging is a simple announcement, but it means walking the hotel's public areas looking for someone.",
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    "rationale": "Collecting and returning laundry is physical fetching and carrying.",
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    "rationale": "Checking a room is stocked and tidy means walking into it.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Filling in a standard insurance form from the claim details is straightforward paperwork software completes well.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Setting up rooms, tables and displays is physical work.",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Local recommendations are exactly what search and travel tools do well, but guests ask the person at the desk.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:40:00.000Z",
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  },
  {
    "taskId": "us-41-1012-9671",
    "score": 75,
    "band": "high",
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      71,
      79
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Territory analysis and quota setting use sales data the company already holds, and software models it quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-41-1012",
    "occupationId": null
  },
  {
    "taskId": "us-41-1012-9672",
    "score": 9,
    "band": "minimal",
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      2,
      16
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    "d": [
      2,
      3,
      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Calling on retailers in person is the point of the visit, even though the notes could be typed anywhere.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-41-1012",
    "occupationId": null
  },
  {
    "taskId": "us-41-1012-9673",
    "score": 93,
    "band": "very high",
    "range": [
      89,
      97
    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping purchase, sales and requisition records is routine data work that software does end to end.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-41-1012",
    "occupationId": null
  },
  {
    "taskId": "us-41-1012-9674",
    "score": 38,
    "band": "low",
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      31,
      45
    ],
    "d": [
      3,
      2,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Advertising copy and promotion plans draft easily; building the merchandise display is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-41-1012",
    "occupationId": null
  },
  {
    "taskId": "us-41-1012-9675",
    "score": 81,
    "band": "very high",
    "range": [
      77,
      85
    ],
    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Rental and lease agreements come from standard templates with the charges filled in, which software does reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-41-1012",
    "occupationId": null
  },
  {
    "taskId": "us-41-1012-9676",
    "score": 38,
    "band": "low",
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      31,
      45
    ],
    "d": [
      3,
      2,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Reordering triggers automatically from stock levels, but counting what is actually on the shelves is hands-on.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-41-1012",
    "occupationId": null
  },
  {
    "taskId": "us-41-1012-9677",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      1,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Judging the condition of goods means handling and looking at them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-41-1012",
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  },
  {
    "taskId": "us-41-1012-20266",
    "score": 30,
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      23,
      37
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      2,
      1,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Some direction can be pushed through systems, but supervising a working team means being present and answerable.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-41-1012",
    "occupationId": null
  },
  {
    "taskId": "us-41-2011-2400",
    "score": 0,
    "band": "minimal",
    "range": [
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      4
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      0,
      4,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Taking cash or cards from a shopper standing at the register needs a person physically at the counter.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:57.058Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-41-2011",
    "occupationId": null
  },
  {
    "taskId": "us-41-2011-2401",
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      7
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    "d": [
      1,
      4,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Handing back change, receipts or refunded cash happens face to face at the register, so someone has to be there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:57.058Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-41-2011",
    "occupationId": null
  },
  {
    "taskId": "us-41-2011-2402",
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    "band": "minimal",
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      4
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      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Counting the bills and coins in a register drawer is hands-on work that happens at the register.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:57.058Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-41-2011",
    "occupationId": null
  },
  {
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      4
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    "d": [
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      4,
      0,
      2,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Greeting people as they walk into the store only works if someone is actually standing there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:57.058Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-41-2011",
    "occupationId": null
  },
  {
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    "score": 38,
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      31,
      45
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      3,
      2,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Pricing and totaling a bill is arithmetic software already does, but scanning the goods still needs hands at the register.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:57.058Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-41-2011",
    "occupationId": null
  },
  {
    "taskId": "us-41-2011-2406",
    "score": 0,
    "band": "minimal",
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      7
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    "d": [
      1,
      4,
      0,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Handing over stamps and taking paper coupons or food stamps is physical counter work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:57.058Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-41-2011",
    "occupationId": null
  },
  {
    "taskId": "us-41-2011-2408",
    "score": 32,
    "band": "low",
    "range": [
      25,
      39
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    "d": [
      3,
      2,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Answering questions about store policies is information software handles well, though the customer is standing in front of you.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:57.058Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-41-2011",
    "occupationId": null
  },
  {
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    "band": "minimal",
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      4
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    "d": [
      1,
      4,
      0,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cashing a check means handling paper and counting out cash at the counter.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:57.058Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-41-2011",
    "occupationId": null
  },
  {
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      4
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      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Putting goods on a scale to price them is a hands-on step at the register.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:57.058Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-41-2011",
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  },
  {
    "taskId": "us-41-2011-2411",
    "score": 69,
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      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Adding up payments received and matching them against sales is straightforward number work done from records.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:36.798Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
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    "score": 69,
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      65,
      73
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      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Working out and recording transaction totals is arithmetic that registers and software already do reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-41-2011",
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  },
  {
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      0,
      1,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Selling tickets or items over a counter means being there to hand them over and take payment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:57.058Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-41-2011",
    "occupationId": null
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  {
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    "score": 93,
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      0,
      3
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    "confidence": "medium",
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    "rationale": "Keeping running sheets of transaction amounts and counts is spreadsheet work built from figures already stored in the system.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-41-2011",
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  },
  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Bagging, boxing or gift-wrapping goods is hands-on work with the items themselves.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-41-2011",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Sorting, counting and wrapping bills and coins is physical handling of money.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:57.058Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-41-2011",
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  },
  {
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      0,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Refunds are recorded on screen, but taking the item back and checking it happens in person at the counter.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-41-2011",
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  },
  {
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      0,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Calling for help over the store's paging system means being on site with the microphone.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:57.058Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-41-2011",
    "occupationId": null
  },
  {
    "taskId": "us-41-2011-2421",
    "score": 75,
    "band": "high",
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      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Compiling and keeping non-money records is document work software drafts and maintains from information already held.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-41-2011",
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  },
  {
    "taskId": "us-41-2011-2422",
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      0,
      1,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Keeping an eye on registers and staffing levels means walking the front of the store and watching what happens.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:36.798Z",
    "keyingScheme": "text-only",
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  },
  {
    "taskId": "us-41-2011-2423",
    "score": 93,
    "band": "very high",
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      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Posting charges to a guest's or patient's account is straightforward data entry into an existing system.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-41-2011",
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  },
  {
    "taskId": "us-41-2011-2424",
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      4
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    "d": [
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      4,
      0,
      1,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Carrying a customer's shopping out to their car is physical help only a person can give.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:57.058Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-41-2011",
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  {
    "taskId": "us-41-2011-18765",
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      0,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software answers the information side well, but the shopper is standing there and wants a person to sort it out.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:57.058Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-41-2011",
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    "taskId": "us-41-2011-18766",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Mopping floors, emptying trash cans and tidying the checkout is physical cleaning work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:57.058Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-41-2011",
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  {
    "taskId": "us-41-2011-18767",
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    "d": [
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Covering fitting rooms or bagging and carrying items means being on the store floor doing it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:57.058Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-41-2011",
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  {
    "taskId": "us-41-2011-18768",
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      2
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    "unstable": false,
    "rationale": "Showing a new colleague how the job is done happens side by side on the store floor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:57.058Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-41-2011",
    "occupationId": null
  },
  {
    "taskId": "us-41-2011-21072",
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    "range": [
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    "scoredUnderOccupationId": "us-soc-41-2011",
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  },
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    "taskId": "us-41-2011-21073",
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      3
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  },
  {
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      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Filling shelves, reshelving returns and putting price labels on goods is hands-on work with the stock.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-41-2011",
    "occupationId": null
  },
  {
    "taskId": "us-41-2012-6998",
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      4
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    "d": [
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      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Counting cash and auditing drawers means physically handling the money.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-41-2012",
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  },
  {
    "taskId": "us-41-2012-6999",
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      0,
      0,
      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Logging exchanges and reconciling transactions is record-keeping software already does accurately.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-41-2012",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Responding to a jackpot alarm and paying a winner needs someone on the floor.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "confidence": "high",
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    "rationale": "Keeping the cage secure depends on someone being physically present watching it.",
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    "modelId": "claude-opus-5",
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Getting a signature on a receipt requires the customer and the paper in the same room.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      1,
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Balancing daily transaction summaries against the books is exactly what accounting software does.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Selling chips and tokens over the counter is a hands-on cash transaction.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "occupationId": null
  },
  {
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      0,
      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The arithmetic is simple, but someone still has to count the physical chips.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "occupationId": null
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  {
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Handing over a cash bank at shift start is physical money movement.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-41-2012",
    "occupationId": null
  },
  {
    "taskId": "us-41-2012-7009",
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      1,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking credit references against an application is document work software handles, with staff approving.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "occupationId": null
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  {
    "taskId": "us-41-2012-21152",
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      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Handing over cash, chips and tickets means physically dealing with a customer at the window.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-41-2012",
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  },
  {
    "taskId": "us-41-2012-21153",
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking a player's ID means looking at the document and the person in front of you.",
    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-41-2012",
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  {
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning the casino floor is physical work in the room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-41-2012",
    "occupationId": null
  },
  {
    "taskId": "us-41-2021-678",
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      43
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      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Tills work out the charge automatically, but taking payment across a counter still involves the customer being there.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-41-2021",
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  {
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      0,
      2
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    "rationale": "Getting stock ready for display or hire is physical preparation of the goods.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "us-41-2021-680",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Product suggestions can be generated from catalogue and purchase data, though a persuasive recommendation often lands better in person.",
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    "keyingScheme": "text-only",
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      0,
      1,
      3
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    "rationale": "Phone enquiries and order taking follow set information, and automated phone and chat systems already handle much of it.",
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      2,
      3
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    "confidence": "high",
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    "rationale": "Greeting someone and working out what they actually want is a face-to-face conversation at the counter.",
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    "modelId": "claude-opus-5",
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Transaction and visitor-count records come straight from till and counting systems rather than being written up by hand.",
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  {
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Rental agreements are standard forms filled from customer details, and many are now completed online or at a kiosk.",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-41-2021",
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    "confidence": "high",
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    "rationale": "Taking in, checking and tagging garments or goods means handling each item.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Adjusting a rental item to fit the customer means handling the equipment.",
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    "keyingScheme": "text-only",
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  {
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    "rationale": "Rental terms and fees are set wording that can be written out or shown on screen before the customer arrives.",
    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text-only",
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      3
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    "unstable": false,
    "rationale": "Reservations and rental records are exactly what booking systems do, and customers often make them themselves online.",
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    "keyingScheme": "text-only",
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    "confidence": "medium",
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    "rationale": "Online booking systems already take rental, repair and cleaning orders, though counter customers hand items and details over in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
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    "rationale": "Handing items out and taking them back happens over the counter, even though the paperwork behind it is simple.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3
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    "confidence": "high",
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    "rationale": "Availability and product details sit in a computer system that customers and staff can look up directly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Care and use guidance is documented for most products, so it can be written out or delivered by an assistant tool.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "d": [
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Handing out kit to players happens at the equipment store, even if tracking who has what is easy.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:46:54.548Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-41-2021",
    "occupationId": null
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  {
    "taskId": "us-41-2022-2425",
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    "band": "high",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Looking up part numbers and prices in catalogues is search work software does far faster than flipping through pages.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:49:18.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-41-2022",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can match a described fault to likely parts, but inspecting the old part means having it in front of you.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:49:18.849Z",
    "keyingScheme": "text-only",
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      3
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      3
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    "modelId": "claude-opus-5",
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      3
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-41-2022",
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      3
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    "rationale": "Cross-reference data makes substitution advice easy to generate, though customers weigh it against the person's reputation for getting it right.",
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      2
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      3
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      3
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    "rationale": "Showing equipment working means having it there and operating it in front of the customer.",
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    "modelId": "claude-opus-5",
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Measuring parts with calipers and gauges is hands-on work with the item in front of you.",
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    "modelId": "claude-opus-5",
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      2
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    "rationale": "Repairing a part means working on it with tools.",
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    "rationale": "Picking parts off shelves is hands-on work; only the reordering side happens in a system.",
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    "modelId": "claude-opus-5",
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      3
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    "rationale": "Software drafts good order and back-order updates, though annoyed customers usually want a person who can sort it out.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3
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    "rationale": "Finding, labelling and counting physical stock means being in the store with the parts in your hands.",
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    "modelId": "claude-opus-5",
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    "modelId": "claude-opus-5",
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    "rationale": "Cleaning and tidying the counter and stockroom is entirely hands-on work.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Comparing shipping options and tracking parcels is online lookup and record keeping software handles well.",
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  {
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      2,
      3
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    "rationale": "Software can work out what a shopper needs, but greeting people as they walk into a store still takes a person on the floor.",
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    "scoredAt": "2026-08-04T00:00:00.000Z",
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      3
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    "confidence": "high",
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    "rationale": "Counting notes and coins, sorting slips and making up a deposit means handling money by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3
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    "rationale": "Working out prices and totals is arithmetic that tills already handle; taking cash across a counter still needs a person.",
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      4
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    "rationale": "Sales records are structured numbers that tills and spreadsheets already keep automatically.",
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    "rationale": "Cameras and software can flag suspicious behaviour, but noticing and dealing with it on the shop floor needs someone present.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      1,
      3
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    "rationale": "Suggesting the right product is something software does well, but walking to the shelf and putting the item in someone's hands is not.",
    "promptVersion": "task_scoring_v1.0",
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      3
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      4
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    "promptVersion": "task_scoring_v1.0",
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      2
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    "promptVersion": "task_scoring_v1.0",
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      3
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3
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    "rationale": "Showing someone how a product works means handling it in front of them, so a person has to be there with the item.",
    "promptVersion": "task_scoring_v1.0",
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    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
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      2
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    "rationale": "Cleaning shelves, counters and tables is physical work that needs a person with a cloth.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
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    "confidence": "medium",
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    "rationale": "Deciding whether a return is allowed is a rules question, but taking the item back and handling it happens at the counter.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Bagging shopping and wrapping gifts is done with your hands at the counter.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Mapping insurance costs into a bookkeeping system is documented accounting setup work that AI can plan and draft.",
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    "rationale": "Standard hedging and options strategies are well documented and easy for software to construct, though a licensed specialist approves them.",
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    "rationale": "Recommending specific investments is reserved for licensed advisers and depends on a trusted relationship with that particular client.",
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    "confidence": "medium",
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      3
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  {
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    "rationale": "Quotes and company financials are live published data that systems can look up and pass on instantly.",
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    "modelId": "claude-opus-5",
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  {
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      2
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      4
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    "modelId": "claude-opus-5",
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    "rationale": "Execution is automated, but trading derivatives for customers requires a licensed, accountable person handling the account.",
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    "modelId": "claude-opus-5",
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      3
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    "rationale": "Taking payment is a standard system transaction, so software handles it end to end, with only a brief customer exchange left.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Chat tools already gather destinations, dates and budgets, though reading what a customer really wants still helps a person.",
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    "modelId": "claude-opus-5",
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      3
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    "rationale": "Working out fares and hotel costs from rate tables is pure calculation that booking systems already do instantly.",
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    "rationale": "Online booking systems already make reservations directly; only the occasional phone call to a supplier involves a person.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3
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    "unstable": false,
    "rationale": "AI can build and describe tour itineraries well, but persuading a customer to buy the package still leans on a person.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Destination guides, customs and entry information are abundant online and easy to assemble, with only the physical handover left to a person.",
    "promptVersion": "task_scoring_v1.0",
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      3
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    "rationale": "Issuing tickets is a system request, and electronic ticketing has already made this almost entirely automatic.",
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      0,
      3
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    "rationale": "Keeping client, supplier and package records up to date is straightforward data work that software does reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "modelId": "claude-opus-5",
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    "rationale": "Reading trade publications and pulling out what matters suits software, but attending the meetings does not.",
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    "rationale": "Sorting out problems after a sale rests on the customer trusting the person they already know.",
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      2
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    "rationale": "Talking through what a customer actually needs depends on reading the person during the conversation.",
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    "rationale": "Building a proposal or presentation from service specifications is exactly the kind of writing software handles well.",
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    "rationale": "Matching features to a customer works from documented capabilities, but the pitch still lands better from a person.",
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      3
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    "rationale": "Building prospect lists from directories and leads is routine data work that software does quickly and well.",
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    "rationale": "Telling customers what their contract covers means relaying documented information, which software does accurately.",
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    "modelId": "claude-opus-5",
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    "rationale": "Haggling over price and terms turns on the working relationship and reading the other side live.",
    "promptVersion": "task_scoring_v1.0",
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      3
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    "rationale": "Producing a quote from a price book and delivery calendar is a rules-based job software does well.",
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    "rationale": "Sizing a system from energy use and site data is calculation software does well, though roof conditions may need checking.",
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      4
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    "rationale": "Solar production modelling uses public climate and mapping data in standard tools, which software runs accurately.",
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      3
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  {
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      0,
      2,
      3
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    "rationale": "Guides and videos help, but showing someone how the equipment works in front of them needs a person there.",
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  {
    "taskId": "us-41-4011-19825",
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      1,
      1,
      3
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    "confidence": "high",
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    "rationale": "Disposal and recycling guidance comes straight from published rules and product data, so AI produces reliable customer information.",
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  {
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      3
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    "rationale": "Efficiency and impact information is documented and AI presents it clearly, though the presenting itself involves a person.",
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  {
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      3,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Marketing material writes easily, but closing sales of specialist environmental equipment depends on a trusted relationship.",
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      2
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    "rationale": "Getting better shelf space depends on a long-running relationship with the retailer.",
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      3
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    "rationale": "Contracts and order forms follow standard templates, with a person signing them off afterwards.",
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  {
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    "rationale": "Settling contract and payment details rests on trust and give-and-take between people.",
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  {
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    "rationale": "Handing samples and coupons to shoppers is physical work in front of real people.",
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  {
    "taskId": "us-41-9021-4604",
    "score": 81,
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      77,
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      3
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    "confidence": "high",
    "unstable": false,
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
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  },
  {
    "taskId": "us-41-9021-4605",
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      76,
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    "rationale": "Keeping up with property law, mortgages and local markets is reading and summarising published material.",
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    "modelId": "claude-opus-5",
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  },
  {
    "taskId": "us-41-9021-4606",
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      49,
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    "modelId": "claude-opus-5",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Lender options are documented, but arranging finance runs through licensed people and a client who has to be reassured.",
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    "modelId": "claude-opus-5",
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  {
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    "d": [
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Valuation models work well on market data, but a formal appraisal has to come from a licensed appraiser.",
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    "modelId": "claude-opus-5",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Tax rules and zoning are published, though a specific area's growth prospects need local knowledge.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-41-9021",
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  {
    "taskId": "us-41-9021-4610",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Running an office is a mix of admin that automates well and judgement calls about people and premises.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "us-41-9021-4611",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Supervising agents is a legal responsibility carried by a named person who oversees their conduct.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-41-9021",
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  {
    "taskId": "us-41-9021-4612",
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    "d": [
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      2,
      2,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Managing rentals means viewings, repairs and dealing with tenants on the ground.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "score": 81,
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      77,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Ordering the right searches for a property is a rules-based step triggered from details already on file.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "A virtual tour can be assembled automatically, but the buyer's questions during it are what move the sale.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-41-9021",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Checking property details against environmental rules is comparison against published requirements.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "us-41-9022-2440",
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    "rationale": "Putting an offer to a seller is a live conversation where their reaction shapes what happens next.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:15:00.000Z",
    "keyingScheme": "text-only",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Chasing lenders, inspectors and escrow to hit a closing date is coordination software can prompt but people complete.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-41-9022",
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  {
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    "rationale": "Finding out what a buyer really wants happens in conversation with them.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
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  {
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      3
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    "confidence": "high",
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    "rationale": "Contracts, agreements and closing statements come from standard templates software fills accurately, with an agent responsible for the result.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-41-9022",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Closings happen in a room with people signing documents and money moving.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:15:00.000Z",
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      2
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    "unstable": false,
    "rationale": "Negotiating between buyer and seller depends on the trust each side places in the agent.",
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    "keyingScheme": "text-only",
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    "rationale": "Ads and listings can be produced automatically, but open houses need someone at the property.",
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      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Comparing recent sales to price a home is data analysis software does well, though the property condition still needs seeing.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "taskId": "us-41-9022-2448",
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    "rationale": "Arranging viewing appointments is standard scheduling work.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-41-9022",
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      4
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    "confidence": "high",
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    "rationale": "Matching properties to a buyer’s needs and budget is a search job software already does very well.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Showing a property to a client and pointing out its features means being there with them.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Ordering a title search is an administrative step software can handle end to end.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-41-9022",
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    "confidence": "medium",
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    "rationale": "Going through construction plans with a client mixes document reading with an in-person discussion of choices.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "confidence": "medium",
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    "rationale": "Answering common questions about financing, repairs and appraisals draws on well-documented knowledge software can supply.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Judging the condition of a property means being on the premises.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "confidence": "high",
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    "rationale": "Walking a buyer around a property is physical presence by definition.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:15:00.000Z",
    "keyingScheme": "text-only",
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  {
    "taskId": "us-41-9022-2456",
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    "unstable": false,
    "rationale": "Advice on presenting a home well is documented and easily drafted, though it usually follows a look at the property.",
    "promptVersion": "task_scoring_v1.0",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Setting up the meeting is scheduling, but the negotiation happening in it is the point.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Market and mortgage information is well documented, but clients act on advice from someone they trust.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-41-9022",
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    "taskId": "us-41-9022-2459",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Comparing mortgage products against a client position is well-documented analysis software does quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:15:00.000Z",
    "keyingScheme": "text-only",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reading listings and journals is easy for software; conventions and association meetings mean turning up in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-41-9022",
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    "taskId": "us-41-9022-2461",
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    "rationale": "Logging calls and charges is automatic record-keeping in any modern phone system.",
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    "rationale": "Taking down a message and tightening the wording is straightforward writing work for software.",
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    "rationale": "Time-stamping is automatic on a computer, but paper messages still have to be stamped and filed by hand.",
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    "rationale": "Answering simple questions from reference files is straightforward lookup that software does instantly and accurately.",
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    "unstable": false,
    "rationale": "Filling in a sales order form from a request is routine template work.",
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    "scoredUnderOccupationId": "us-soc-43-2011",
    "occupationId": null
  },
  {
    "taskId": "us-43-2011-20427",
    "score": 93,
    "band": "very high",
    "range": [
      89,
      97
    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Updating directories, typing and proofreading, and building schedules is core computer work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:54.124Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-2011",
    "occupationId": null
  },
  {
    "taskId": "us-43-2011-20428",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
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      0,
      4,
      0,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Sorting parcels and handing over deliveries is physical work at the front desk.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:54.124Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-2011",
    "occupationId": null
  },
  {
    "taskId": "us-43-2011-20429",
    "score": 79,
    "band": "high",
    "range": [
      75,
      83
    ],
    "d": [
      4,
      0,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Taking orders, booking rooms and sending faxes is routine administration software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:54.124Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-2011",
    "occupationId": null
  },
  {
    "taskId": "us-43-2011-20430",
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    "band": "partial",
    "range": [
      35,
      49
    ],
    "d": [
      3,
      1,
      1,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Alarm routing follows fixed rules, but in a real emergency people expect a person making the announcement.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:54.124Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-2011",
    "occupationId": null
  },
  {
    "taskId": "us-43-2011-20431",
    "score": 12,
    "band": "minimal",
    "range": [
      5,
      19
    ],
    "d": [
      2,
      3,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Signing visitors in can be automated, but greeting them and handing over a badge needs someone at the desk.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-2011",
    "occupationId": null
  },
  {
    "taskId": "us-43-2011-20432",
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    "band": "minimal",
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      0,
      4
    ],
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      4,
      0,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Handling cash and taking deposits to the bank requires a person with the money.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:54.124Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-2011",
    "occupationId": null
  },
  {
    "taskId": "us-43-2011-20433",
    "score": 64,
    "band": "high",
    "range": [
      57,
      71
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    "d": [
      3,
      0,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Placing orders for supplies or catering follows a clear process that software can run end to end.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-2011",
    "occupationId": null
  },
  {
    "taskId": "us-43-2021-13243",
    "score": 79,
    "band": "high",
    "range": [
      75,
      83
    ],
    "d": [
      4,
      0,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Looking up a directory to answer a caller is exactly the kind of search software does best.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-43-2021-13244",
    "score": 79,
    "band": "high",
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      75,
      83
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      4,
      0,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Guessing at misspelled names and near-matches is something search software is unusually good at.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-2021",
    "occupationId": null
  },
  {
    "taskId": "us-43-2021-13245",
    "score": 24,
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      17,
      31
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    "d": [
      2,
      0,
      1,
      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Helping someone in distress or unable to dial depends on reading the person and reassuring them live.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-43-2021-13246",
    "score": 93,
    "band": "very high",
    "range": [
      89,
      97
    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Making connections from switchboard signals is exactly what automated telephone systems have done for decades.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-2021",
    "occupationId": null
  },
  {
    "taskId": "us-43-2021-13247",
    "score": 79,
    "band": "high",
    "range": [
      75,
      83
    ],
    "d": [
      4,
      0,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Automatic switching already completes these calls, though emergency traffic is one place people still expect a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-2021",
    "occupationId": null
  },
  {
    "taskId": "us-43-2021-13248",
    "score": 64,
    "band": "high",
    "range": [
      57,
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    "d": [
      3,
      0,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Unusual billing requests follow documented rules that software can apply, with a person for the awkward cases.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-2021",
    "occupationId": null
  },
  {
    "taskId": "us-43-2021-13250",
    "score": 64,
    "band": "high",
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      57,
      71
    ],
    "d": [
      3,
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      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Monitoring an automated call system is itself software work; only the unusual calls need a person to step in.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-2021",
    "occupationId": null
  },
  {
    "taskId": "us-43-2021-13251",
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      31,
      45
    ],
    "d": [
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      2,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Typing and proofreading are well within software’s reach, but sorting physical mail still needs hands.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-2021",
    "occupationId": null
  },
  {
    "taskId": "us-43-2021-13253",
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    "d": [
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      0,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can break into a line, but deciding an interruption is a genuine emergency is a judgment call.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-2021",
    "occupationId": null
  },
  {
    "taskId": "us-43-2021-13254",
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      46,
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      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Automatic captioning and relay services already carry much of this, though some callers prefer a person relaying.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-2021",
    "occupationId": null
  },
  {
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      46,
      60
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      0,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can suggest the right offer, but persuading a caller to take it still helps to have a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-2021",
    "occupationId": null
  },
  {
    "taskId": "us-43-2021-13256",
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    "band": "high",
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      62,
      76
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      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Triggering pages and buzzers is a routine automated function, though some systems still have physical equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-2021",
    "occupationId": null
  },
  {
    "taskId": "us-43-2021-13257",
    "score": 93,
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      89,
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      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping directory entries current is routine data maintenance that software handles reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-43-2021-13258",
    "score": 93,
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    "range": [
      89,
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      4,
      0,
      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Call and toll records are captured automatically by the phone system itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-2021",
    "occupationId": null
  },
  {
    "taskId": "us-43-3011-2472",
    "score": 88,
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      84,
      92
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      4,
      0,
      1,
      0,
      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Taking a payment and posting it to the right account is fully handled by payment systems.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3011",
    "occupationId": null
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  {
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    "score": 88,
    "band": "very high",
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      84,
      92
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      1,
      0,
      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Finding and tracking overdue accounts is exactly what automated account systems are built to do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3011",
    "occupationId": null
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  {
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    "score": 88,
    "band": "very high",
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      84,
      92
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      1,
      0,
      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Logging a customer financial position and what has been chased is straightforward record-keeping that collection software already does.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3011",
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  {
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      1,
      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Automated letters, texts and calls already handle most chasing, though doorstep visits still need a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3011",
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  {
    "taskId": "us-43-3011-2476",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The questions are standard, but finding out why someone has not paid depends on a real conversation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3011",
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  {
    "taskId": "us-43-3011-2477",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Repayment advice follows documented rules, though customers weigh it partly on whether they trust the person saying it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3011",
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  {
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      3
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    "unstable": false,
    "rationale": "Scripts help, but getting someone who has not paid to pay usually turns on a live back-and-forth.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3011",
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  {
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    "score": 75,
    "band": "high",
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    "d": [
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      0,
      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Correspondence, filing and routine reports are standard office work, apart from handling any paper.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3011",
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  {
    "taskId": "us-43-3011-2480",
    "score": 88,
    "band": "very high",
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      84,
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      1,
      0,
      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Address changes and record clean-ups are routine database housekeeping.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3011",
    "occupationId": null
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  {
    "taskId": "us-43-3011-2481",
    "score": 46,
    "band": "partial",
    "range": [
      39,
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    "d": [
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      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Repayment plans follow clear affordability rules, but agreeing one usually means talking a worried customer through it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3011",
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  {
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    "band": "low",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The rules for extending credit are clear, but agreeing terms with a customer is a live negotiation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3011",
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  {
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    "band": "partial",
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    "d": [
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Address tracing is mostly database searching now, though occasional legwork still needs a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3011",
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  {
    "taskId": "us-43-3011-2484",
    "score": 66,
    "band": "high",
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      3,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Sending notifications and handing files onward is rule-driven office work triggered straight from the account record.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3011",
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  {
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      68
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      3,
      0,
      0,
      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Account queries are answered from records and set rules, which software already does at scale.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
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    "occupationId": null
  },
  {
    "taskId": "us-43-3011-18560",
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      3,
      0,
      1,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Chasing claim status and writing appeal letters follows set formats that software drafts well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3011",
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  },
  {
    "taskId": "us-43-3021-23237",
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    "d": [
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      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Adding a stop-payment note is a simple rule-based update to a banking record that systems already make automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:46:54.548Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3021",
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  },
  {
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    "d": [
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      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Checking billing figures against the underlying data is screen work software handles well, with odd cases still needing a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:46:54.548Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3021",
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  },
  {
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    "score": 75,
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    "d": [
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      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Cheque images and details are checked on screen, and automatic checking clears most of them, leaving unclear ones to a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:46:54.548Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3021",
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  },
  {
    "taskId": "us-43-3021-23240",
    "score": 93,
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      89,
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    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Invoices and statements are produced from stored order and price data, something billing systems already do from end to end.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:46:54.548Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3021",
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  },
  {
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      71,
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      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Posting costs and shipment entries is screen work, though deciding where unusual items belong still needs someone to check.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3021",
    "occupationId": null
  },
  {
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    "score": 93,
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      89,
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      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Typing, adding and billing machines have largely become software that produces the same output without anyone keying it in.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:46:54.548Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3021",
    "occupationId": null
  },
  {
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      63
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    "d": [
      3,
      0,
      1,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can spot and explain most mismatches, though some answers come from asking colleagues.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-43-3021-23244",
    "score": 64,
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      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Chasing account details by phone or email is routine contact that automated messages and voice systems now handle for most customers.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:46:54.548Z",
    "keyingScheme": "text-only",
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  },
  {
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    "d": [
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      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Reading purchase orders or charge slips and working out the amount due is document reading and arithmetic that software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "occupationId": null
  },
  {
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    "score": 93,
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      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Filing and indexing invoices and supporting paperwork is document handling that record systems do without manual sorting.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3021",
    "occupationId": null
  },
  {
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      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Deciding where each statement goes is quick screen work, but posting or handing them over still needs someone at the counter.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:46:54.548Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3021",
    "occupationId": null
  },
  {
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      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Watching printing and inserting equipment run means standing by the machine, so only the record-keeping part transfers easily.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:46:54.548Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3021",
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Clearing a jam means opening the machine and using your hands.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "d": [
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Weighing envelopes and sticking postage on them is done by hand at the mailing bench.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Comparing statements with cleared cheques and explaining the gaps is matching work that reconciliation software already performs.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "occupationId": null
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "A cheque order is a short standard form, and customers increasingly place it themselves through online banking.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3021",
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  },
  {
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      3
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    "rationale": "Encoding and cancelling cheques means feeding paper through a machine, so most of the job stays at that machine.",
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    "modelId": "claude-opus-5",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Looking up rates, rules and tariff information in manuals and online sources is research AI tools do quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3
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    "rationale": "Time and billing systems already add up recorded hours and apply the agreed rates without anyone doing the sums.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3
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    "rationale": "Updating a manual when a rate or rule changes is editing text against a known source, which AI does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Working out discounts, freight charges and rates from set schedules is calculation that billing software performs reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      2
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    "rationale": "Loading machines and stuffing envelopes is hands-on work at the mailing equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "taskId": "us-43-3021-23260",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can summarise the cost and revenue figures, but choosing what to charge is a business judgement someone has to own.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Questions about rates, routing and procedures have documented answers, and automated chat and phone systems already handle most.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3
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    "confidence": "high",
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    "rationale": "Pulling labour, storage and equipment costs into a report is data assembly that reporting tools do from the same records.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3
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    "confidence": "high",
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    "rationale": "Billing documents, shipping labels and credit notes are standard forms generated straight from order data.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:46:54.548Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3021",
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Phone answering, diary booking and supply ordering are routine office jobs that scheduling and assistant software already cover.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:46:54.548Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3021",
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  },
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Adjusting the account and explaining the error is screen work, though returning the actual cheque means posting or handing it over.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:46:54.548Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3021",
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  {
    "taskId": "us-43-3031-2486",
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Checking figures and codes against source documents is exactly the kind of accuracy work software already does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3031",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Recording, storing and analysing information in accounting software is precisely the work that software increasingly does itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:30:43.879Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3031",
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      3
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    "confidence": "low",
    "unstable": false,
    "rationale": "Following company and government rules is a responsibility carried by a person, even where software flags the requirements.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:30:43.879Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3031",
    "occupationId": null
  },
  {
    "taskId": "us-43-3031-2489",
    "score": 93,
    "band": "very high",
    "range": [
      89,
      97
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    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Posting debits and credits and totalling accounts is arithmetic and data entry that software handles automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:30:43.879Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3031",
    "occupationId": null
  },
  {
    "taskId": "us-43-3031-2490",
    "score": 93,
    "band": "very high",
    "range": [
      89,
      97
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    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Classifying, recording and summarising financial data into ledgers is structured work accounting software already does.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:30:43.879Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3031",
    "occupationId": null
  },
  {
    "taskId": "us-43-3031-2491",
    "score": 93,
    "band": "very high",
    "range": [
      89,
      97
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    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Producing bills, invoices and statements from set procedures is standard automated output in billing systems.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:30:43.879Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3031",
    "occupationId": null
  },
  {
    "taskId": "us-43-3031-2492",
    "score": 93,
    "band": "very high",
    "range": [
      89,
      97
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    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Compiling financial and statistical reports and tables from existing records is routine work software produces on demand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:30:43.879Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3031",
    "occupationId": null
  },
  {
    "taskId": "us-43-3031-2493",
    "score": 93,
    "band": "very high",
    "range": [
      89,
      97
    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Coding documents to company rules is repetitive classification that software does quickly and consistently.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:30:43.879Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3031",
    "occupationId": null
  },
  {
    "taskId": "us-43-3031-2494",
    "score": 79,
    "band": "high",
    "range": [
      72,
      86
    ],
    "d": [
      4,
      0,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Looking up account information to answer questions is a search task software does instantly, though the asker is a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:30:43.879Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3031",
    "occupationId": null
  },
  {
    "taskId": "us-43-3031-2495",
    "score": 38,
    "band": "low",
    "range": [
      31,
      45
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    "d": [
      3,
      2,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Calculations are trivial for software, but feeding a copier and using office machines needs hands.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:30:43.879Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3031",
    "occupationId": null
  },
  {
    "taskId": "us-43-3031-2496",
    "score": 93,
    "band": "very high",
    "range": [
      89,
      97
    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Reconciling records and flagging discrepancies is comparison work software does at least as accurately as a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:30:43.879Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3031",
    "occupationId": null
  },
  {
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    "score": 93,
    "band": "very high",
    "range": [
      89,
      97
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    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Working out amounts due, interest, discounts and balances is standard calculation software performs reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:30:43.879Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3031",
    "occupationId": null
  },
  {
    "taskId": "us-43-3031-2498",
    "score": 48,
    "band": "partial",
    "range": [
      41,
      55
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    "d": [
      3,
      1,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Filing, phones and routine letters are mostly desk tasks software can handle, though paper filing needs hands.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:30:43.879Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3031",
    "occupationId": null
  },
  {
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      31,
      45
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    "d": [
      3,
      2,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Compiling and balancing receipts is desk work, but cash and cheques have to be handled and taken to the bank.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:30:43.879Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3031",
    "occupationId": null
  },
  {
    "taskId": "us-43-3031-2500",
    "score": 14,
    "band": "minimal",
    "range": [
      10,
      18
    ],
    "d": [
      2,
      3,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Receiving and banking cash, cheques and vouchers involves physically handling money as well as recording it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:30:43.879Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3031",
    "occupationId": null
  },
  {
    "taskId": "us-43-3031-2501",
    "score": 61,
    "band": "high",
    "range": [
      54,
      68
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    "d": [
      4,
      1,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Working out and preparing payments is automated in most systems, though someone authorised has to approve them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:30:43.879Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3031",
    "occupationId": null
  },
  {
    "taskId": "us-43-3031-2502",
    "score": 56,
    "band": "partial",
    "range": [
      49,
      63
    ],
    "d": [
      3,
      1,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Comparing printouts with handwritten journals is checking work software can do once the pages are scanned.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:30:43.879Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3031",
    "occupationId": null
  },
  {
    "taskId": "us-43-3031-2503",
    "score": 93,
    "band": "very high",
    "range": [
      89,
      97
    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Bank reconciliation is a matching exercise that accounting software already performs accurately and automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:30:43.879Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3031",
    "occupationId": null
  },
  {
    "taskId": "us-43-3031-2504",
    "score": 81,
    "band": "very high",
    "range": [
      77,
      85
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    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Any ledger system produces a trial balance at the press of a button.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-43-3031-2505",
    "score": 93,
    "band": "very high",
    "range": [
      89,
      97
    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Tracking whether loan and account payments are up to date is monitoring that systems do continuously.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:30:43.879Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3031",
    "occupationId": null
  },
  {
    "taskId": "us-43-3031-2506",
    "score": 93,
    "band": "very high",
    "range": [
      89,
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    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Copying details from journals into the general ledger is data transfer that software does automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:30:43.879Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3031",
    "occupationId": null
  },
  {
    "taskId": "us-43-3031-2507",
    "score": 93,
    "band": "very high",
    "range": [
      86,
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    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Pulling budget figures together from past budgets and estimates is compilation work software does quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:30:43.879Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3031",
    "occupationId": null
  },
  {
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    "score": 75,
    "band": "high",
    "range": [
      68,
      82
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    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Costing materials and overheads from price lists and quotes is calculation work software does, though some judgement is involved.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:30:43.879Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3031",
    "occupationId": null
  },
  {
    "taskId": "us-43-3031-2509",
    "score": 93,
    "band": "very high",
    "range": [
      89,
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    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Matching orders to invoices and recording the details is standard automated processing in purchase systems.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:30:43.879Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3031",
    "occupationId": null
  },
  {
    "taskId": "us-43-3031-2510",
    "score": 56,
    "band": "partial",
    "range": [
      49,
      63
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      3,
      0,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Tax and government forms can be filled from the books automatically, but someone qualified must stand behind what is submitted.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:30:43.879Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3031",
    "occupationId": null
  },
  {
    "taskId": "us-43-3031-2511",
    "score": 93,
    "band": "very high",
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      86,
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    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Keeping inventory records up to date from receipts and issues is structured record-keeping software handles.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:30:43.879Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3031",
    "occupationId": null
  },
  {
    "taskId": "us-43-3031-2514",
    "score": 93,
    "band": "very high",
    "range": [
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    "d": [
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      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Producing purchase orders and expense reports from existing data is routine automated output.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:30:43.879Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3031",
    "occupationId": null
  },
  {
    "taskId": "us-43-3031-18561",
    "score": 81,
    "band": "very high",
    "range": [
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    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Payroll runs almost entirely on software, though the figures still need a responsible person's approval before payment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:30:43.879Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3031",
    "occupationId": null
  },
  {
    "taskId": "us-43-3041-4661",
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    "band": "low",
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    ],
    "d": [
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      2,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "The rules are written down and checkable, yet casinos must have a licensed person handling the transactions.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:37:43.407Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3041",
    "occupationId": null
  },
  {
    "taskId": "us-43-3041-4662",
    "score": 32,
    "band": "low",
    "range": [
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    "d": [
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      1,
      1,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Access controls keep records private, but the discretion happens face to face at the cage window.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:37:43.407Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3041",
    "occupationId": null
  },
  {
    "taskId": "us-43-3041-4663",
    "score": 28,
    "band": "low",
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    ],
    "d": [
      3,
      2,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Reconciling the day’s transactions is standard bookkeeping, though the cash itself still gets counted by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:37:43.407Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3041",
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  },
  {
    "taskId": "us-43-3041-4664",
    "score": 0,
    "band": "minimal",
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    ],
    "d": [
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      4,
      2,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Exchanging chips and coins for cash across a counter is physical handling.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:37:43.407Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3041",
    "occupationId": null
  },
  {
    "taskId": "us-43-3041-4665",
    "score": 6,
    "band": "minimal",
    "range": [
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    "d": [
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      2,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Keeping the cage secure means a licensed person physically controlling access to cash.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:37:43.407Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3041",
    "occupationId": null
  },
  {
    "taskId": "us-43-3041-4666",
    "score": 61,
    "band": "high",
    "range": [
      54,
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    ],
    "d": [
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      1,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Forecasting how much cash each window needs and placing the order is a routine calculation from past figures.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:37:43.407Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3041",
    "occupationId": null
  },
  {
    "taskId": "us-43-3041-4667",
    "score": 81,
    "band": "very high",
    "range": [
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    "d": [
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      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking reports and reconciliations for accuracy is exactly what accounting software is built to do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:37:43.407Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3041",
    "occupationId": null
  },
  {
    "taskId": "us-43-3041-4668",
    "score": 12,
    "band": "minimal",
    "range": [
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    ],
    "d": [
      3,
      3,
      2,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking a customer’s details is systematized, but handing over cash at the window is physical.",
    "promptVersion": "task_scoring_v1.0",
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      1,
      3
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    "confidence": "high",
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    "rationale": "Selling chips and tickets across the counter is physical cash handling.",
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      2
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    "rationale": "Moving currency, chips and coins between departments is physical handling of cash.",
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    "modelId": "claude-opus-5",
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      2
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    "rationale": "Training material is easy to produce, but showing a new cashier the window takes a person beside them.",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Answering questions about the casino is well-documented information, though patrons usually ask at the window.",
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    "modelId": "claude-opus-5",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Entering exchange transactions is data entry, but it happens at a register with a customer present.",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Balancing funds and preparing a deposit is standard cash accounting, with the notes still counted by hand.",
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    "modelId": "claude-opus-5",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Pulling department figures into a report is straightforward document work for software.",
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    "modelId": "claude-opus-5",
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  {
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      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Setting up an account in the system is routine screen work, with identity usually confirmed in person.",
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    "modelId": "claude-opus-5",
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  {
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    "confidence": "high",
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    "rationale": "Producing pay runs and earnings statements is standard software work; only handing out printed checks needs someone on site.",
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    "modelId": "claude-opus-5",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Wage and deduction math follows published tax tables and fixed rules, which computers apply faster and more accurately than people.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Pulling time and pay data together is easy when it is digital, but paper sheets and odd sources still need handling.",
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    "keyingScheme": "text-only",
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  {
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    "confidence": "medium",
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    "rationale": "Software flags most payroll discrepancies, but sorting out why hours are wrong usually means talking to supervisors.",
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  {
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    "confidence": "medium",
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    "rationale": "Matching hours and pay adjustments against records is routine computer work, though chasing missing or disputed entries still needs a person.",
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  {
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    "d": [
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping employee records such as exemptions, transfers and resignations up to date is straightforward database work.",
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    "modelId": "claude-opus-5",
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  {
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      3
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    "confidence": "medium",
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    "rationale": "Working out a back-pay correction needs someone to establish what went wrong, though the recalculation itself is automatic.",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Tax and deduction law is published in full, so AI can track and summarize changes, though deciding what applies needs judgment.",
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    "modelId": "claude-opus-5",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Most payroll and benefits questions have documented answers, but employees often want a person to explain their own pay.",
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    "modelId": "claude-opus-5",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Filling in arrival and departure times is simple recording work, though the clerk depends on clock data or supervisor input.",
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  {
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      3
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    "confidence": "high",
    "unstable": true,
    "rationale": "Handing out and collecting physical timecards means walking round the workplace.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
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  {
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    "confidence": "medium",
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    "rationale": "Benefits forms vary by provider and often arrive on paper, so drafts still need checking by a person.",
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  {
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    "confidence": "high",
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    "rationale": "Period-end reports and bank reconciliations follow fixed rules against digital records, which is exactly what accounting software already does.",
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    "keyingScheme": "text-only",
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      3
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    "confidence": "high",
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    "rationale": "Pay and benefits summaries are generated straight from payroll data, which reporting tools do routinely.",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Running a payroll-deduction charity campaign is mostly admin, but it depends on local relationships and workplace goodwill.",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Entering new starter details is straightforward data work, but checking identity documents in person is still a legal requirement.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Leave balances build up by fixed rules and are already tracked automatically by timekeeping systems.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Employment verifications are a standard letter drawn from payroll records, and are already largely automated.",
    "promptVersion": "task_scoring_v1.0",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Balancing cash and payroll accounts is rule-based checking of digital records, the classic strength of accounting software.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Training on a timekeeping system can be delivered by guides and videos, though some staff still want a live walkthrough.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Payroll tax returns are produced from fixed forms and figures, but a responsible officer has to stand behind them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "us-43-3061-2531",
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    "d": [
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    "confidence": "high",
    "unstable": false,
    "rationale": "Producing a purchase order from an approved requisition and distributing it is standard, template-driven paperwork.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3061",
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  {
    "taskId": "us-43-3061-2532",
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    "d": [
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    "confidence": "high",
    "unstable": false,
    "rationale": "Comparing stock levels against needs and raising a reorder is classic automatic inventory work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3061",
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  {
    "taskId": "us-43-3061-2533",
    "score": 79,
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    "d": [
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    "confidence": "high",
    "unstable": false,
    "rationale": "Order status questions have documented answers, so responding is well suited to automated handling with a person for exceptions.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3061",
    "occupationId": null
  },
  {
    "taskId": "us-43-3061-2534",
    "score": 56,
    "band": "partial",
    "range": [
      49,
      63
    ],
    "d": [
      3,
      0,
      1,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Placing the order is routine, but choosing and committing to a supplier is a decision the employer signs off.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3061",
    "occupationId": null
  },
  {
    "taskId": "us-43-3061-2535",
    "score": 64,
    "band": "high",
    "range": [
      57,
      71
    ],
    "d": [
      3,
      0,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Chasing late deliveries is mostly routine messaging, though awkward shortages are often sorted out by a phone call.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3061",
    "occupationId": null
  },
  {
    "taskId": "us-43-3061-2536",
    "score": 93,
    "band": "very high",
    "range": [
      89,
      97
    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking a requisition for correct wording, codes and specifications is a comparison task software does quickly and accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3061",
    "occupationId": null
  },
  {
    "taskId": "us-43-3061-2537",
    "score": 93,
    "band": "very high",
    "range": [
      89,
      97
    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Maintaining purchasing files, price lists and reports is record-keeping software already does end to end.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3061",
    "occupationId": null
  },
  {
    "taskId": "us-43-3061-2538",
    "score": 75,
    "band": "high",
    "range": [
      68,
      82
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Comparing bids on price and delivery is easy to automate, though judging whether a supplier will actually deliver takes experience.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3061",
    "occupationId": null
  },
  {
    "taskId": "us-43-3061-2539",
    "score": 93,
    "band": "very high",
    "range": [
      89,
      97
    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Tracking where every requisition and order has got to is exactly what a purchasing system already does automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3061",
    "occupationId": null
  },
  {
    "taskId": "us-43-3061-2540",
    "score": 93,
    "band": "very high",
    "range": [
      89,
      97
    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Costing an order and coding the invoice to the right account is arithmetic and rule-following software does reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3061",
    "occupationId": null
  },
  {
    "taskId": "us-43-3061-2541",
    "score": 14,
    "band": "minimal",
    "range": [
      10,
      18
    ],
    "d": [
      2,
      3,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking a delivery means opening boxes and physically comparing what arrived against the order.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3061",
    "occupationId": null
  },
  {
    "taskId": "us-43-3061-2542",
    "score": 93,
    "band": "very high",
    "range": [
      89,
      97
    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Matching supplier bills against orders and bids is exactly the checking software does quickly and consistently.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-43-3061-2544",
    "score": 53,
    "band": "partial",
    "range": [
      46,
      60
    ],
    "d": [
      3,
      0,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Finding suppliers online is straightforward, but interviewing them to judge what they can really deliver needs a conversation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3061",
    "occupationId": null
  },
  {
    "taskId": "us-43-3061-2545",
    "score": 64,
    "band": "high",
    "range": [
      60,
      68
    ],
    "d": [
      3,
      0,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Purchasing rules are written down, so looking them up and explaining them to colleagues is well suited to software.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3061",
    "occupationId": null
  },
  {
    "taskId": "us-43-3061-2546",
    "score": 69,
    "band": "high",
    "range": [
      62,
      76
    ],
    "d": [
      4,
      1,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Recording stock movements and completing transfer paperwork is system work, with occasional need to check the store itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3061",
    "occupationId": null
  },
  {
    "taskId": "us-43-3061-2547",
    "score": 42,
    "band": "partial",
    "range": [
      35,
      49
    ],
    "d": [
      3,
      1,
      1,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Performance data can be tracked automatically, though deciding a contract needs changing involves judgment and dealing with the contractor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3061",
    "occupationId": null
  },
  {
    "taskId": "us-43-3061-2548",
    "score": 81,
    "band": "very high",
    "range": [
      77,
      85
    ],
    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Bid invitation forms follow a fixed structure and standard distribution, which software produces and sends without difficulty.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3061",
    "occupationId": null
  },
  {
    "taskId": "us-43-3061-20785",
    "score": 13,
    "band": "minimal",
    "range": [
      9,
      17
    ],
    "d": [
      1,
      1,
      0,
      3,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Training and supervising staff depends on knowing the people and building trust with them over time.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3061",
    "occupationId": null
  },
  {
    "taskId": "us-43-3061-20786",
    "score": 56,
    "band": "partial",
    "range": [
      49,
      63
    ],
    "d": [
      3,
      0,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Matching and checking the bill is automatic, but releasing a payment is an authority someone in the organization has to hold.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3061",
    "occupationId": null
  },
  {
    "taskId": "us-43-3071-2549",
    "score": 29,
    "band": "low",
    "range": [
      25,
      33
    ],
    "d": [
      2,
      2,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Counting the physical drawer needs hands, but the arithmetic and the daily transaction totals are already done by the branch computer system.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:43:36.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3071",
    "occupationId": null
  },
  {
    "taskId": "us-43-3071-2550",
    "score": 24,
    "band": "low",
    "range": [
      20,
      28
    ],
    "d": [
      2,
      2,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Handing out money happens in person, but verifying signatures, matching amounts and checking the balance is standard automated checking.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:43:36.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3071",
    "occupationId": null
  },
  {
    "taskId": "us-43-3071-2551",
    "score": 24,
    "band": "low",
    "range": [
      17,
      31
    ],
    "d": [
      2,
      2,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Taking cash and cheques across the counter needs a person present, though checking that amounts and slips agree is routine computer work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:43:36.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3071",
    "occupationId": null
  },
  {
    "taskId": "us-43-3071-2552",
    "score": 56,
    "band": "partial",
    "range": [
      52,
      60
    ],
    "d": [
      3,
      1,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Reading a cheque for dates, names, endorsements and correctness is exactly the kind of document check software now does reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:43:36.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3071",
    "occupationId": null
  },
  {
    "taskId": "us-43-3071-2553",
    "score": 42,
    "band": "partial",
    "range": [
      38,
      46
    ],
    "d": [
      3,
      1,
      1,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keying transactions and printing receipts is routine data entry that systems already largely automate.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-43-3071-2554",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "This is hands-on work: physically counting notes and coins and packing them for shipment cannot be done by software.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:43:36.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3071",
    "occupationId": null
  },
  {
    "taskId": "us-43-3071-2555",
    "score": 75,
    "band": "high",
    "range": [
      71,
      79
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Spotting where debits and credits fail to match is a reconciliation job that accounting software already performs quickly and accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:36.798Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-43-3071-2556",
    "score": 38,
    "band": "low",
    "range": [
      31,
      45
    ],
    "d": [
      3,
      2,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Working out and issuing a cashier's cheque is partly a system transaction and partly printing and handing over a physical document.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:43:36.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3071",
    "occupationId": null
  },
  {
    "taskId": "us-43-3071-2557",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Sorting notes and coins into boxes and dispensers by denomination is purely physical handling.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:43:36.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3071",
    "occupationId": null
  },
  {
    "taskId": "us-43-3071-2558",
    "score": 56,
    "band": "partial",
    "range": [
      52,
      60
    ],
    "d": [
      3,
      1,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Most of these deposit and contribution transactions already run through automated systems, with the teller mainly starting and checking them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:43:36.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3071",
    "occupationId": null
  },
  {
    "taskId": "us-43-3071-2559",
    "score": 32,
    "band": "low",
    "range": [
      25,
      39
    ],
    "d": [
      3,
      2,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking payment dates and amounts is routine system work, but taking the payment over the counter still needs someone there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:43:36.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3071",
    "occupationId": null
  },
  {
    "taskId": "us-43-3071-2560",
    "score": 64,
    "band": "high",
    "range": [
      57,
      71
    ],
    "d": [
      3,
      0,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Tracing an account discrepancy is desk research in the bank's own records, though customers still want a person to explain it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:43:36.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3071",
    "occupationId": null
  },
  {
    "taskId": "us-43-3071-2561",
    "score": 40,
    "band": "partial",
    "range": [
      33,
      47
    ],
    "d": [
      2,
      0,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can suggest which products suit a customer, but persuading someone to take one is a live conversation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:43:36.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3071",
    "occupationId": null
  },
  {
    "taskId": "us-43-3071-2562",
    "score": 38,
    "band": "low",
    "range": [
      31,
      45
    ],
    "d": [
      3,
      2,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Typing is easily automated, but filing and photographing paper documents still needs someone handling them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:43:36.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3071",
    "occupationId": null
  },
  {
    "taskId": "us-43-3071-2563",
    "score": 29,
    "band": "low",
    "range": [
      22,
      36
    ],
    "d": [
      2,
      2,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking vault balances mixes counting real cash with comparing figures on record; software handles the figures, a person handles the money.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:43:36.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-3071",
    "occupationId": null
  },
  {
    "taskId": "us-43-3071-2564",
    "score": 75,
    "band": "high",
    "range": [
      68,
      82
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Working out how much cash the branch will need and placing the order is forecasting from past figures, which software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-43-3071-2565",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
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    "unstable": false,
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    "modelId": "claude-opus-5",
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    "rationale": "Receiving and counting the day's cash and travellers' cheques is hands-on work with physical items.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  },
  {
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      3
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    "unstable": false,
    "rationale": "Keeping loan records up to date is straightforward record-keeping inside the bank's own systems.",
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    "modelId": "claude-opus-5",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Counting an armoured car delivery is hands-on; only posting the totals afterwards is desk work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Ordering a replacement card or chequebook is a short system request that self-service and automated tools handle routinely.",
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    "modelId": "claude-opus-5",
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  {
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Working out fees, interest and service charges from a rate schedule is arithmetic that computers do faster and more accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Collecting and keying the details needed to open an account is form-filling that online banking already handles for many customers.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Drafting a clear customer letter about a discrepancy is standard writing work; only the posting needs a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Calculating and issuing a settlement cheque is half system work and half printing and handing over a physical document.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Currency rules are published and the fees are simple arithmetic, so explaining them is well within what automated help can do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      1,
      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Quoting exchange rates simply reads published daily rates, which software does instantly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
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  {
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      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Answering routine account questions by phone is well suited to automated help, though some callers still prefer a human voice.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  },
  {
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      2,
      3
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    "confidence": "medium",
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    "rationale": "Drafting clear answers about accounts and markets is easy, but reassuring an anxious customer still helps to be human.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:54.124Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-4011",
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  {
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The scheduling and paperwork are easy to automate, though the certificates themselves still have to physically move.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-4011",
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  {
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      0,
      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Filling standard transfer and receipt forms from a transaction request is routine template work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Typing is easily automated, but pulling paper files and running office machines needs hands.",
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Tracking prices and calculating whether more collateral is needed is straightforward arithmetic on live market data.",
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      0,
      4
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    "confidence": "high",
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    "rationale": "Working out dividends, fees and commissions from holdings is exactly the kind of calculation software does reliably.",
    "promptVersion": "task_scoring_v1.0",
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      4
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    "confidence": "high",
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    "rationale": "Summarizing the day's transactions and earnings per account is standard report generation from existing data.",
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      3
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      4
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    "rationale": "Logging trades and settlements into systems is exactly the sort of structured record-keeping software already handles.",
    "promptVersion": "task_scoring_v1.0",
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Producing claims, invoices and inquiry letters from standard formats is exactly the kind of drafting tools do well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3
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    "rationale": "Pulling figures out of records into a regular report is a standard, repeatable job for software.",
    "promptVersion": "task_scoring_v1.0",
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    "unstable": false,
    "rationale": "Clear explanations are easy to write, but people asking about rules that affect them want a person.",
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      3
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    "rationale": "Reading a letter to work out what it is about and where it should go is classic sorting work for language tools.",
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      4
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    "confidence": "high",
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    "rationale": "Acknowledgment letters follow a fixed template, which is the clearest case of writing that software already produces fully.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Checking format and typing accuracy and assembling documents for signature is routine document work, with the signature itself elsewhere.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Keeping the correspondence log up to date is simple record work, though some files are still physical folders.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3
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    "unstable": false,
    "rationale": "Finding the right records, checking they are complete and attaching them is routine work software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Filling in form letters from the employer’s own templates is repetitive drafting that tools complete reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Deciding which department should answer a letter and passing it on is straightforward sorting, though paper still gets carried.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "d": [
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Writing replies about billing, claims and complaints follows familiar patterns that language tools reproduce at a usable standard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "us-43-4021-11283",
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      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Working out charges and writing a payment request letter is calculation plus standard letter writing.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-4021",
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  {
    "taskId": "us-43-4021-11285",
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      15,
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    "d": [
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      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Preparing a package for certified mail means physically assembling, labeling and lodging it at the counter.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-4021",
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  },
  {
    "taskId": "us-43-4021-11287",
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    "d": [
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      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Asking colleagues whether an unusual request can be met takes negotiation and judgment about internal appetite.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:54:37.562Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-4021",
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  },
  {
    "taskId": "us-43-4021-11289",
    "score": 93,
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      89,
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    "d": [
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      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Turning a written request into an order in the system is routine data work already largely automated.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:54:37.562Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-4021",
    "occupationId": null
  },
  {
    "taskId": "us-43-4021-11290",
    "score": 68,
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      61,
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    "d": [
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Pulling together data about a custom product order relies on internal product knowledge, but the compiling itself is routine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-4021",
    "occupationId": null
  },
  {
    "taskId": "us-43-4031-23267",
    "score": 81,
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      77,
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    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking an application against written eligibility rules is what software is good at.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-4031",
    "occupationId": null
  },
  {
    "taskId": "us-43-4031-23268",
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      12,
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    "d": [
      2,
      2,
      2,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Spotting a forged passport usually means handling the document and looking at its security features.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-43-4031-23269",
    "score": 69,
    "band": "high",
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      65,
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    "d": [
      4,
      1,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Meeting notes can be transcribed and tidied automatically once the meeting is captured.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-4031",
    "occupationId": null
  },
  {
    "taskId": "us-43-4031-23270",
    "score": 48,
    "band": "partial",
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      41,
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    "d": [
      3,
      1,
      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The form-filling is automatic; someone still serves the person at the counter.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-4031",
    "occupationId": null
  },
  {
    "taskId": "us-43-4031-23271",
    "score": 66,
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      62,
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    "d": [
      3,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Public notices follow set wording and timetables, so drafting and issuing them can be largely automatic.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-43-4031-23272",
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      62,
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    "d": [
      3,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping records and accounts is desk work built around documented rules.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-4031",
    "occupationId": null
  },
  {
    "taskId": "us-43-4031-23273",
    "score": 56,
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      49,
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    "d": [
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Licensing rules are published, so most questions have a documented answer, with people for odd cases.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-4031",
    "occupationId": null
  },
  {
    "taskId": "us-43-4031-23274",
    "score": 93,
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      89,
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    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Agendas and packets are assembled from documents that have already been submitted.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-4031",
    "occupationId": null
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  {
    "taskId": "us-43-4031-23275",
    "score": 69,
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      62,
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The wording is templated, but a court order only carries weight when issued under the court's own authority.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-4031",
    "occupationId": null
  },
  {
    "taskId": "us-43-4031-23276",
    "score": 81,
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      77,
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    "d": [
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "These are template documents, and drafting from a template is a strength of current software.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-4031",
    "occupationId": null
  },
  {
    "taskId": "us-43-4031-23277",
    "score": 93,
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      89,
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    "d": [
      4,
      0,
      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Coding form data for entry is routine and rules-driven.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-4031",
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  {
    "taskId": "us-43-4031-23278",
    "score": 81,
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    "d": [
      4,
      0,
      1,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Entering court outcomes into the record follows set formats and codes.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-4031",
    "occupationId": null
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  {
    "taskId": "us-43-4031-23279",
    "score": 66,
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    "d": [
      3,
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      1,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Budget preparation and expenditure review are standard spreadsheet tasks.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-4031",
    "occupationId": null
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  {
    "taskId": "us-43-4031-23280",
    "score": 81,
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    "d": [
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      0,
      1,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Searching records for an investigation is a documented lookup.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-4031",
    "occupationId": null
  },
  {
    "taskId": "us-43-4031-23281",
    "score": 81,
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    "d": [
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Recording outcomes uses fixed document formats and existing case data.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-4031",
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  {
    "taskId": "us-43-4031-23282",
    "score": 66,
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    "d": [
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Checking filings against court rules is a documented, repeatable comparison.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-4031",
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  {
    "taskId": "us-43-4031-23283",
    "score": 69,
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    "d": [
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Typing, proofreading and scheduling are routine, though paper still has to be moved around the office.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:15:00.000Z",
    "keyingScheme": "text-only",
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    "occupationId": null
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  {
    "taskId": "us-43-4031-23284",
    "score": 48,
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    "d": [
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Most of this is routine office work, though filing paper and minding supplies needs someone present.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-4031",
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  {
    "taskId": "us-43-4031-23285",
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    "d": [
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Answering records requests means finding documents and writing a standard reply.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:15:00.000Z",
    "keyingScheme": "text-only",
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  {
    "taskId": "us-43-4031-23286",
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    "d": [
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Finding the file is easy for software; getting hold of witnesses and lawyers means chasing people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:15:00.000Z",
    "keyingScheme": "text-only",
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  {
    "taskId": "us-43-4031-23287",
    "score": 93,
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    "d": [
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Tracking correspondence and follow-up actions is what case management software is for.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-4031",
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  {
    "taskId": "us-43-4031-23288",
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    "d": [
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Court dates and procedures come straight from the case system, though clerks must stop short of legal advice.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-4031",
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  {
    "taskId": "us-43-4031-23289",
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    "band": "low",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Showing a colleague how the office works depends on being alongside them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-4031",
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  {
    "taskId": "us-43-4031-23290",
    "score": 56,
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    "d": [
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The dates come from the court calendar and the message is standard, though people often want to ask a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-4031",
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  {
    "taskId": "us-43-4031-23291",
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    "band": "partial",
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    "d": [
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Digitized records can be searched instantly; older paper archives still need someone in the room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-4031",
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  {
    "taskId": "us-43-4031-23292",
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    "band": "partial",
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    "d": [
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Paperwork and checks can be automated, but bid openings are formal events held in public.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-4031",
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  {
    "taskId": "us-43-4031-23293",
    "score": 8,
    "band": "minimal",
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    "d": [
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      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Ballots, poll workers and counts are physical, closely regulated work on the day.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:15:00.000Z",
    "keyingScheme": "text-only",
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  {
    "taskId": "us-43-4031-23294",
    "score": 28,
    "band": "low",
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    "d": [
      3,
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      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Online licensing handles much of it, but counter service and fee handling still involve a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-4031",
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  {
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    "rationale": "Deciding credit against set rules using computerized records is exactly what automated underwriting already does.",
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      3
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    "confidence": "high",
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    "rationale": "Starting, changing or ending a payment follows written rules and happens inside the case system.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-4061",
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  {
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      77,
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      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking submitted details against eligibility rules is rule-following comparison work software does quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-4061",
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  },
  {
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      49
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      3,
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      1,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Online applications and structured questions already gather most of this, though some cases still need a real conversation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-4061",
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  },
  {
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      68
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      3,
      0,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Verification requests to employers are standard letters and data checks that software sends and matches.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-4061",
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  {
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    "band": "very high",
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      89,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Case records and routine reports are generated straight from the case system.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-4061",
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  },
  {
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      75,
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    "d": [
      4,
      0,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Booking interview slots against a diary is routine scheduling that software already handles.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-4061",
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  },
  {
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      52,
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      4,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Filling in standard applications from information already held is routine form work, often done alongside the applicant.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-4061",
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  {
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      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Matching applicants to job openings and booking them in follows office rules that software applies well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
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  {
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      0,
      3
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    "confidence": "high",
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    "rationale": "Turning interview notes into a useful handover for a social worker is drafting work software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Benefit amounts follow written rules applied to recorded figures, which is exactly what software calculates reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-4061",
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  {
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      3
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    "confidence": "high",
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    "rationale": "Watching payments run correctly across a claim is exactly the kind of checking software does continuously.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
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  {
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      3
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Fraud checks are largely data-matching now, though following up a suspect case can need legwork.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
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    "d": [
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Housing reviews mean visiting the home and seeing the conditions for yourself.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
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  {
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    "confidence": "medium",
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    "rationale": "Creating and updating records from incoming documents is largely software work, though some paper still has to be handled by hand.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:04:43.907Z",
    "keyingScheme": "text-only",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "A checkout log with automatic reminders does this job well; only occasionally must someone physically confirm a file came back.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-4071",
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      3
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    "rationale": "Collecting paper from desks around the building needs someone walking to those desks, which software cannot do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3
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    "rationale": "Deciding the right order or category for information is exactly what software already does reliably and fast.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3
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    "rationale": "Reading incoming documents and deciding where they belong is a judgment computers now make accurately for standard material.",
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    "rationale": "Putting paper into cabinets, boxes and drawers is a physical job that needs hands in the room.",
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    "modelId": "claude-opus-5",
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    "rationale": "Working out the index number is easy for software, but stamping and labeling the physical item still needs a person.",
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    "modelId": "claude-opus-5",
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    "rationale": "Answering questions from indexed records is something a search assistant handles well, with only brief back-and-forth with the asker.",
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    "rationale": "Software can propose a filing structure, but making it fit how a particular office really works still takes a person.",
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    "modelId": "claude-opus-5",
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    "rationale": "Checking that paper files are in the right place and still readable means physically going through the cabinets.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Deciding what is past its retention date is rule-based and easy to automate; shredding or moving boxes is not.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:04:43.907Z",
    "keyingScheme": "text-only",
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    "rationale": "Operating a rotating file machine to bring records forward is hands-on work at the machine itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "confidence": "medium",
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    "rationale": "Drafting a form layout is straightforward for software, though it still needs checking against how the office actually works.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "confidence": "high",
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    "rationale": "Fetching microfilm and loading it into a viewer is physical handling of the film and the machine.",
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    "modelId": "claude-opus-5",
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    "rationale": "Typing file numbers and codes into a system is data entry software now does faster and more accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "confidence": "medium",
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    "rationale": "This mixes screen work with phones, mail and machines, so roughly half of it still needs someone in the office.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping a log of what was filed and generating reports from it is standard automated record-keeping.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Finding the right information is easy for software, but copying and handing over physical documents still needs a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Processing invoices and payables is well-automated bookkeeping; taking cash and handing over receipts still needs someone present.",
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      3
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    "rationale": "Keeping room availability and guest account records accurate is exactly what a hotel booking system does.",
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    "rationale": "Passing a guest's reported problem to housekeeping or maintenance is a routing job software handles instantly.",
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    "rationale": "Putting guests' valuables into a safe or deposit box is a physical task at the desk.",
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    "rationale": "Hotel information and local recommendations are abundantly documented, so software gives accurate answers to most guest questions.",
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    "rationale": "Planning shifts is easy to automate, but supervising colleagues depends on daily contact and their trust.",
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    "rationale": "Insurance checks are largely automated, though talking someone through payment options still needs reassurance.",
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    "rationale": "Writing a report that answers a specific question from collected data is standard document work.",
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    "rationale": "Building address and household lists is mostly map and records work done at a screen.",
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    "rationale": "A daily catch-up with your supervisor is a working relationship, not a document to produce.",
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      4
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      3
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    "modelId": "claude-opus-5",
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    "rationale": "Pulling together title, insurance, tax and loan forms into a closing package is document assembly software handles well.",
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    "rationale": "Approval and decline letters are templated, but delivering a rejection well still matters to the customer on the phone.",
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    "modelId": "claude-opus-5",
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    "modelId": "claude-opus-5",
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    "rationale": "Interest, principal and closing-cost arithmetic follows fixed rules, so software calculates and checks it reliably.",
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    "rationale": "Valuing collateral runs off published data and valuation models, though some assets still need someone to look.",
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    "rationale": "Pulling credit files and checking references with employers and bureaus is largely automated lookups already.",
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    "rationale": "Scheduling is easy, but conducting a mortgage closing involves signing, notarizing and reassuring people in a room.",
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    "confidence": "medium",
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    "rationale": "Payment processing is largely automated, but taking payment at a counter still involves cash and a person.",
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    "rationale": "Software can assemble the case and draft the recommendation, but a qualified person normally puts their name to it.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
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    "rationale": "Ordering property or mortgage insurance is a documented administrative step easily handled by software.",
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    "rationale": "Checking accounts for late payments and breached terms is rule-based monitoring of data already in the system.",
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    "modelId": "claude-opus-5",
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    "rationale": "Setting credit limits and granting extensions follows written policy and account data, which software applies consistently.",
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    "rationale": "Product details are documented and easy to explain, though customers often want a person at the branch to answer.",
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    "rationale": "Gathering and keying account details into the system is data entry that banking software already largely automates.",
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    "rationale": "Working out which colleague a customer needs is a routing decision software makes well from their stated need.",
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    "rationale": "Pulling a credit file from a reporting agency is an automated lookup that already runs without a person.",
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    "rationale": "Teller work means handling cash and customers over a counter in the branch.",
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    "rationale": "The transfer itself is a system action, but banks require an authorized employee to release the funds.",
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    "rationale": "Copying records and sending them to other branches is a routine duplication job largely handled electronically.",
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    "rationale": "Handing over keys and letting a customer into the vault requires being physically present.",
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    "unstable": false,
    "rationale": "Counting out foreign notes and traveler's checks is cash handling across a counter.",
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    "unstable": false,
    "rationale": "Booking a locksmith is scheduling and correspondence software can arrange from a desk.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-4141",
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  },
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      62,
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      1,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Processing a loan application means checking documents against set criteria, which software does to a standard staff accept.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-4141",
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  {
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      75,
      83
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      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Capturing customer and product details onto an order form is standard data entry that software already automates.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:07:16.251Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-4151",
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  },
  {
    "taskId": "us-43-4151-2669",
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      84,
      92
    ],
    "d": [
      4,
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      1,
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      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Producing invoices, shipping documents and standard contracts from templates is well within routine software and AI drafting.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:07:16.251Z",
    "keyingScheme": "text-only",
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  },
  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Sending customers prices, dates and delay notices is templated messaging that systems already handle automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-4151",
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  },
  {
    "taskId": "us-43-4151-2671",
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      46,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Complaint replies can be drafted accurately, though an upset customer often wants a person taking responsibility.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:07:16.251Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-4151",
    "occupationId": null
  },
  {
    "taskId": "us-43-4151-2672",
    "score": 93,
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      89,
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      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cross-checking order details against information already held is exactly the kind of checking software does best.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-4151",
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  },
  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Instructing departments to prepare and ship an order is routine workflow messaging.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-4151",
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  },
  {
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    "d": [
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      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Looking up stock availability in inventory records is a simple system query.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:07:16.251Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-4151",
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  },
  {
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    "score": 93,
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      89,
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    "d": [
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      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking an order is complete against set rules and routing the rest is straightforward system work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:07:16.251Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-4151",
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  {
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Scripted upselling exists, but persuading someone to add to their order still works best from a person they know.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:07:16.251Z",
    "keyingScheme": "text-only",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Posting orders to records is a system task, though paper copies still need filing by hand in some offices.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-4151",
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  },
  {
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    "score": 93,
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    "d": [
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      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Totalling merchandise and shipping charges is arithmetic against published rate tables.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Chasing a shipment can be automated, but untangling a stuck delivery often depends on knowing who to call.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Recommendation engines suggest suitable products well, but customers often want a person to confirm the choice.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:07:16.251Z",
    "keyingScheme": "text-only",
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    "score": 93,
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    "d": [
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      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Updating inventory records to match product movement is standard database work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:07:16.251Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-4151",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Recording transactions is easy, but handling checks and money orders means physically dealing with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking outgoing work against a customer's specification usually means looking at the actual goods before they ship.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "confidence": "high",
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    "rationale": "Flagging low stock or orders that would exhaust supplies is a simple automatic threshold check.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-4151",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Choosing packing and labeling follows documented rules for the product and destination.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "confidence": "high",
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    "rationale": "Compiling order statistics and management reports is standard reporting from data the system already holds.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "d": [
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Policies and benefits are written down, so answering on them is largely a matter of retrieving and explaining.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T02:12:27.853Z",
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    "d": [
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Recording employee details and history is routine data entry from information already in systems.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T02:12:27.853Z",
    "keyingScheme": "text-only",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Matching applications against stated requirements is comparison work software does well, with fairness overseen by staff.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Answering routine questions on eligibility, salary and benefits draws on documented policy.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-4161",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Looking up employee files to answer queries is search and retrieval software does quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-4161",
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    "confidence": "medium",
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    "rationale": "Collecting records from other departments is chasing and filing, mostly done through systems already.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "confidence": "medium",
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    "rationale": "Searching files for authorized third parties is retrieval work, though release decisions need someone accountable.",
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    "modelId": "claude-opus-5",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Screening questions can be prepared, but the interview itself is a conversation with the applicant.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T02:12:27.853Z",
    "keyingScheme": "text-only",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reference and background requests follow a set process, though the responses come from other people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Personnel reports and documents are assembled from data already held in systems.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T02:12:27.853Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-4161",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Acceptance and rejection letters follow standard formats that software drafts easily.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T02:12:27.853Z",
    "keyingScheme": "text-only",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Shortlisting against set requirements is well suited to software, with a person accountable for the choice.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T02:12:27.853Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-4161",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Arranging training is scheduling and coordination that software handles from documented requirements.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Travel and visa information is widely published, though wrong answers are costly so it gets checked.",
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    "unstable": false,
    "rationale": "Reading travel documents is routine, but the passenger hands them over at the desk.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-4181",
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    "taskId": "us-43-4181-9759",
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      4
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      2,
      2
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    "confidence": "high",
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    "rationale": "Helping a passenger board is direct physical assistance.",
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    "modelId": "claude-opus-5",
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      4
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      1,
      2
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    "confidence": "high",
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    "rationale": "Handling bags and cargo and walking passengers to loading points is physical.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      1,
      4
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    "confidence": "medium",
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    "rationale": "The announcement text is easy to produce, but someone is on the terminal microphone.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      41,
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      1,
      3
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    "confidence": "medium",
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    "rationale": "Tracing a bag is database searching and customer updates, mostly done at a screen.",
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    "modelId": "claude-opus-5",
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  {
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    "d": [
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      2,
      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Promotional copy is easy to write, but persuading someone to book still leans on a person.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3
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    "rationale": "Helping fill in travel forms is guided paperwork, mostly done on screen with the customer.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-4181",
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      4
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    "confidence": "medium",
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    "rationale": "Travel suggestions and guide information are abundant and easy to assemble.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-4181",
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  {
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      81,
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      1,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Notifying customers of schedule changes and confirming bookings is routine automated messaging.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-4181",
    "occupationId": null
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  {
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    "score": 79,
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      1,
      3
    ],
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    "unstable": false,
    "rationale": "Contacting operators for current brochures is routine, repeatable correspondence.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-4181",
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  {
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      4
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      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping an information desk clean is physical cleaning work.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-4181",
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  {
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      4
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Opening and locking up an information facility requires someone physically there.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-4181",
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  {
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      46,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Booking space and terms with carriers runs largely through rate portals, though relationships still shape the better deals.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Options and payment terms are documented, so clear tailored advice is easy to produce for a typical enquiry.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Bills of lading and invoices follow set formats, and drafting them from shipment details is routine document work.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-5011",
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    "score": 93,
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    "d": [
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Rating a shipment and recording its cost and weight is straightforward calculation from rate tables.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-5011",
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      3
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    "confidence": "medium",
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    "rationale": "Keying data is easily automated, but scanning barcodes means standing beside the goods.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Tracing a lost shipment is records work, but physically retrieving stored items happens in the warehouse.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-5011",
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Packing goods with staplers, strapping and hammers is handwork.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-5011",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Directing trucks to doors and helping load is done on the dock.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-5011",
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    "band": "minimal",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Counting and inspecting arriving goods means physically handling and looking at them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-5011",
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    "rationale": "Strapping, bracing and padding a load is done by hand.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
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  {
    "taskId": "us-43-5011-8201",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping shipping and storage records is exactly what warehouse and freight systems do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Supervising packers and shippers means being on the floor with them.",
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    "modelId": "claude-opus-5",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Arranging cargo cover follows standard forms and cover terms, so the paperwork is routine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-5011",
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    "rationale": "Load planning can be calculated, but the task includes being at the loading itself.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Opening containers with cutters and crowbars is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Sticking labels and instructions onto containers means handling each one.",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Moving received goods with a forklift or hand truck is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-43-5011",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reordering packing materials is easy to automate, though restocking them is physical.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Building crates and containers is hands-on assembly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-5011",
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  {
    "taskId": "us-43-5011-17680",
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    "d": [
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Choosing routes on cost, transit time and security is a classic optimization software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-5011",
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  {
    "taskId": "us-43-5011-17681",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Choosing the cheapest sensible way to move goods is a planning calculation software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
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    "taskId": "us-43-5011-17682",
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    "d": [
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    "confidence": "high",
    "unstable": false,
    "rationale": "Booking space with carriers is done through portals that software can drive directly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-5011",
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  {
    "taskId": "us-43-5011-17683",
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      4,
      0,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Booking delivery or storage at the destination runs through documented systems and standard messages.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-43-5011-17684",
    "score": 56,
    "band": "partial",
    "range": [
      49,
      63
    ],
    "d": [
      3,
      0,
      1,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Special-cargo rules for livestock, food and medical goods are documented, so arranging compliant transport is largely paperwork.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-5011",
    "occupationId": null
  },
  {
    "taskId": "us-43-5011-17685",
    "score": 53,
    "band": "partial",
    "range": [
      46,
      60
    ],
    "d": [
      3,
      0,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Claim paperwork is standard, but pushing an insurer to pay often depends on a person chasing it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-5011",
    "occupationId": null
  },
  {
    "taskId": "us-43-5011-17686",
    "score": 93,
    "band": "very high",
    "range": [
      89,
      97
    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Weight, volume and cost calculations follow fixed formulas.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-5011",
    "occupationId": null
  },
  {
    "taskId": "us-43-5011-17687",
    "score": 88,
    "band": "very high",
    "range": [
      84,
      92
    ],
    "d": [
      4,
      0,
      1,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Bills of lading, packing lists and certificates of origin are standard forms filled from shipment data.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-5011",
    "occupationId": null
  },
  {
    "taskId": "us-43-5011-17688",
    "score": 64,
    "band": "high",
    "range": [
      57,
      71
    ],
    "d": [
      3,
      0,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Grouping shipments to save cost is a planning puzzle software is good at, though deadlines and mixed cargo need judgement.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-43-5011-17689",
    "score": 79,
    "band": "high",
    "range": [
      75,
      83
    ],
    "d": [
      4,
      0,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Explaining options, timings and rules to clients is well-documented information easily drafted and sent.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-5011",
    "occupationId": null
  },
  {
    "taskId": "us-43-5011-17690",
    "score": 93,
    "band": "very high",
    "range": [
      89,
      97
    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Dispatch and receipt records are kept in systems that update themselves.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-5011",
    "occupationId": null
  },
  {
    "taskId": "us-43-5011-17691",
    "score": 65,
    "band": "high",
    "range": [
      58,
      72
    ],
    "d": [
      2,
      0,
      0,
      0,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "News and rule changes are easy to gather and summarize, but the judgment about what matters stays with the agent.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-5011",
    "occupationId": null
  },
  {
    "taskId": "us-43-5011-17692",
    "score": 93,
    "band": "very high",
    "range": [
      89,
      97
    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Recording where goods are in transit is automated tracking data.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-5011",
    "occupationId": null
  },
  {
    "taskId": "us-43-5011-17693",
    "score": 35,
    "band": "low",
    "range": [
      28,
      42
    ],
    "d": [
      2,
      0,
      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can benchmark rates and prepare a case, but agreeing a price with a carrier rests on the relationship between the two firms.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-43-5011-17694",
    "score": 81,
    "band": "very high",
    "range": [
      74,
      88
    ],
    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Arranging cargo insurance uses standard forms and documented cover terms.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-5011",
    "occupationId": null
  },
  {
    "taskId": "us-43-5011-17695",
    "score": 66,
    "band": "high",
    "range": [
      59,
      73
    ],
    "d": [
      3,
      0,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Freight and insurance charges are processed against set rates and invoices, so most payment preparation can be done automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-43-5011-17696",
    "score": 93,
    "band": "very high",
    "range": [
      89,
      97
    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Building an invoice or quote from rates, weights and surcharges is routine calculation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-5011",
    "occupationId": null
  },
  {
    "taskId": "us-43-5011-17697",
    "score": 64,
    "band": "high",
    "range": [
      57,
      71
    ],
    "d": [
      3,
      0,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Packing guidance for climate, weight and handling is documented, so sound recommendations are easy to produce.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-5011",
    "occupationId": null
  },
  {
    "taskId": "us-43-5011-17698",
    "score": 14,
    "band": "minimal",
    "range": [
      7,
      21
    ],
    "d": [
      2,
      3,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking that goods are actually packed and labeled correctly means looking at the physical shipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-5011",
    "occupationId": null
  },
  {
    "taskId": "us-43-5011-17699",
    "score": 88,
    "band": "very high",
    "range": [
      84,
      92
    ],
    "d": [
      4,
      0,
      1,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Comparing documents against published customs and insurance requirements is careful checking software does reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-5011",
    "occupationId": null
  },
  {
    "taskId": "us-43-5011-17700",
    "score": 56,
    "band": "partial",
    "range": [
      49,
      63
    ],
    "d": [
      3,
      0,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Duty and tax rules are published, but customs filings normally go through a licensed broker.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-43-5011-17701",
    "score": 75,
    "band": "high",
    "range": [
      68,
      82
    ],
    "d": [
      4,
      0,
      2,
      0,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Customs forms are highly structured, though the filing itself usually needs a licensed broker.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-5011",
    "occupationId": null
  },
  {
    "taskId": "us-43-5011-17702",
    "score": 69,
    "band": "high",
    "range": [
      62,
      76
    ],
    "d": [
      4,
      0,
      1,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Passing shipment details to a customs broker is standard, structured correspondence.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-5011",
    "occupationId": null
  },
  {
    "taskId": "us-43-5011-17703",
    "score": 85,
    "band": "very high",
    "range": [
      81,
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    "d": [
      4,
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      1,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Port details are published reference information that is easy to look up and pass on.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-5011",
    "occupationId": null
  },
  {
    "taskId": "us-43-5011-17704",
    "score": 79,
    "band": "high",
    "range": [
      75,
      83
    ],
    "d": [
      4,
      0,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Status notifications to consignees and insurers are automated messages in most freight systems.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:40:33.629Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-43-5011-17705",
    "score": 64,
    "band": "high",
    "range": [
      57,
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    "d": [
      3,
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      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Pointing exporters to the right kind of specialist is straightforward, though good referrals lean on personal contacts.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-5011",
    "occupationId": null
  },
  {
    "taskId": "us-43-5011-19829",
    "score": 93,
    "band": "very high",
    "range": [
      86,
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    "d": [
      4,
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      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Comparing emissions across routes is a calculation once distances and modes are known.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-5011",
    "occupationId": null
  },
  {
    "taskId": "us-43-5011-19830",
    "score": 64,
    "band": "high",
    "range": [
      57,
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    "d": [
      3,
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Emissions per mode are documented, so lower-impact routings can be proposed, though carrier availability decides.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-5011",
    "occupationId": null
  },
  {
    "taskId": "us-43-5011-19831",
    "score": 75,
    "band": "high",
    "range": [
      68,
      82
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    "d": [
      3,
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      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Sustainable packing choices follow documented material and weight trade-offs.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-5011",
    "occupationId": null
  },
  {
    "taskId": "us-43-5011-19832",
    "score": 75,
    "band": "high",
    "range": [
      68,
      82
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    "d": [
      3,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Cost and emissions comparisons are calculable, though which options are actually workable depends on local knowledge.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-5011",
    "occupationId": null
  },
  {
    "taskId": "us-43-5011-19833",
    "score": 93,
    "band": "very high",
    "range": [
      86,
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    "d": [
      4,
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      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Reviewing published carrier environmental records and summarizing them is document work software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-5011",
    "occupationId": null
  },
  {
    "taskId": "us-43-5011-20271",
    "score": 93,
    "band": "very high",
    "range": [
      89,
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    "d": [
      4,
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      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Tracking shipments is already done by systems that pull carrier updates automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-5011",
    "occupationId": null
  },
  {
    "taskId": "us-43-5011-20272",
    "score": 79,
    "band": "high",
    "range": [
      75,
      83
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    "d": [
      4,
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      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Arrival notices and delivery bookings are standard messages systems already send automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-5011",
    "occupationId": null
  },
  {
    "taskId": "us-43-5011-20273",
    "score": 88,
    "band": "very high",
    "range": [
      81,
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    ],
    "d": [
      4,
      0,
      1,
      0,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Tariff codes and customs documents are fully published, so classifying and checking paperwork is well-suited to software.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-5011",
    "occupationId": null
  },
  {
    "taskId": "us-43-5011-20274",
    "score": 93,
    "band": "very high",
    "range": [
      89,
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    ],
    "d": [
      4,
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      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Manifests are built from booking and weight data and transmitted automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-5011",
    "occupationId": null
  },
  {
    "taskId": "us-43-5011-20275",
    "score": 64,
    "band": "high",
    "range": [
      57,
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    "d": [
      3,
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      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Chasing vendors and claims departments about a shipment problem is routine correspondence with a documented process.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-5011",
    "occupationId": null
  },
  {
    "taskId": "us-43-5021-7010",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
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      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Getting to an address on foot, by bike or by vehicle is physical travel a person has to make.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:04:43.907Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-5021",
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  {
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      4
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    "confidence": "high",
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    "rationale": "Routing software already plans the best route; actually driving it is the part that needs a person.",
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      1
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    "confidence": "high",
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    "rationale": "Handing items to people at their door or desk is physical delivery.",
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    "rationale": "Sorting parcels into route order means physically moving them around.",
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    "rationale": "Digital signatures and payments already exist, but collecting them on the doorstep means being there.",
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      3
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    "rationale": "Scanning and logging what was delivered is automatic in modern delivery systems.",
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      3
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    "rationale": "Confirming deliveries and receiving new instructions is already handled by dispatch apps rather than phone calls.",
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      2
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    "confidence": "high",
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    "rationale": "Checking fluids and refueling a van is hands-on work at the vehicle.",
    "promptVersion": "task_scoring_v1.0",
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      3
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    "rationale": "Passing a spoken message by phone is something automated calling and messaging already do.",
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  {
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      3
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    "confidence": "medium",
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    "rationale": "Filing, copying and running errands around the office is mostly moving about and handling things.",
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    "modelId": "claude-opus-5",
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      2
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    "rationale": "Sealing, stamping and metering outgoing mail is done by hand at the machine.",
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      2
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    "confidence": "high",
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    "rationale": "Carrying records, specimens and medications between hospitals is physical transport.",
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    "modelId": "claude-opus-5",
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  {
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      3
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      3
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    "rationale": "Logging call and dispatch details is record-keeping that systems already capture as it happens.",
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      3
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    "rationale": "Getting a location and the facts out of a distressed caller depends on how you speak to them.",
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      3
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    "rationale": "Querying and updating criminal justice databases is a records job software handles, under certified access rules.",
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      3
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    "rationale": "Checking which units are free is a status-board task dispatch systems already track automatically.",
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    "rationale": "Passing messages between units and agencies is routing work systems do quickly and accurately.",
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    "rationale": "Automated systems answer routine calls, but emergency intake still turns on how the caller is handled.",
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    "rationale": "Access rules are documented, but keeping sensitive material secure is a named person’s responsibility.",
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    "rationale": "Checking whether an alarm falls inside the service area is a straightforward map lookup.",
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    "rationale": "Keeping rosters and call-out files up to date is records work software handles well.",
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    "rationale": "Listening across radio channels for developing incidents is monitoring work software does tirelessly.",
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    "rationale": "Study material is easy to produce, but the certification has to be earned by the person.",
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      3
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    "rationale": "Routine enquiries and call transfers are exactly what automated call handling already covers.",
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    "scoredUnderOccupationId": "us-soc-43-5031",
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      3
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    "rationale": "The instructions follow a card, but a frightened caller doing CPR needs a calm human voice.",
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      3
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    "rationale": "Watching alarm systems for fire or intrusion is monitoring that software already does continuously.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3
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    "rationale": "Faults can be flagged automatically, but testing and adjusting the equipment means hands on it.",
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    "modelId": "claude-opus-5",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Driving and maintaining a mobile dispatch vehicle is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "us-43-5032-2723",
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    "unstable": false,
    "rationale": "Routing crews and vehicles against jobs and locations is scheduling work software already does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-5032",
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    "rationale": "Arranging repairs to restore service means matching a fault to available crews and parts, which software does.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-5032",
    "occupationId": null
  },
  {
    "taskId": "us-43-5032-2725",
    "score": 79,
    "band": "high",
    "range": [
      75,
      83
    ],
    "d": [
      4,
      0,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Passing work orders and messages between office and field is a routing job systems do instantly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-5032",
    "occupationId": null
  },
  {
    "taskId": "us-43-5032-2726",
    "score": 64,
    "band": "high",
    "range": [
      60,
      68
    ],
    "d": [
      3,
      0,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Answering customer and supervisor questions about service is largely handled by automated tools now.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-5032",
    "occupationId": null
  },
  {
    "taskId": "us-43-5032-2727",
    "score": 93,
    "band": "very high",
    "range": [
      89,
      97
    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Building daily work and run schedules from jobs and availability is exactly what scheduling software produces.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-5032",
    "occupationId": null
  },
  {
    "taskId": "us-43-5032-2728",
    "score": 93,
    "band": "very high",
    "range": [
      89,
      97
    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Taking in and writing up work orders is structured data entry software handles end to end.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-5032",
    "occupationId": null
  },
  {
    "taskId": "us-43-5032-2729",
    "score": 64,
    "band": "high",
    "range": [
      57,
      71
    ],
    "d": [
      3,
      0,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Overseeing communications across a territory is monitoring and routing, which systems handle with someone watching.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-5032",
    "occupationId": null
  },
  {
    "taskId": "us-43-5032-2730",
    "score": 75,
    "band": "high",
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      71,
      79
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Vehicle and crew tracking already runs on software, which flags where capacity is being wasted.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-5032",
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  },
  {
    "taskId": "us-43-5032-2731",
    "score": 93,
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      89,
      97
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    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping records of requests, work done and charges is routine record-keeping done by systems.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-5032",
    "occupationId": null
  },
  {
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      68,
      82
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      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Working out what equipment and people a job needs follows the work order and documented standards.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-5032",
    "occupationId": null
  },
  {
    "taskId": "us-43-5032-2733",
    "score": 85,
    "band": "very high",
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      81,
      89
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    "d": [
      4,
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      0,
      1,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Traffic, roadworks and weather data are public and constantly updated, so alerts can be sent automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-5032",
    "occupationId": null
  },
  {
    "taskId": "us-43-5032-2735",
    "score": 32,
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      25,
      39
    ],
    "d": [
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      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Ordering supplies is straightforward system work; handing them out to staff means being there.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-5032",
    "occupationId": null
  },
  {
    "taskId": "us-43-5041-11309",
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      4
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    "d": [
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      4,
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      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Reading a meter dial means walking up to the meter and looking at it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-5041",
    "occupationId": null
  },
  {
    "taskId": "us-43-5041-11310",
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      4
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    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Walking or driving a meter route is physically covering ground.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-5041",
    "occupationId": null
  },
  {
    "taskId": "us-43-5041-11311",
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    "band": "partial",
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      39,
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    "d": [
      4,
      2,
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      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Moving collected readings into office systems is data transfer software does automatically, though handsets and route books still get carried back.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-5041",
    "occupationId": null
  },
  {
    "taskId": "us-43-5041-11312",
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      31,
      45
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    "d": [
      3,
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      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Software is good at flagging odd consumption, but confirming an unusual reading usually means going back to the meter.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-5041",
    "occupationId": null
  },
  {
    "taskId": "us-43-5041-11313",
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    "band": "minimal",
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    "d": [
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      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Spotting a broken seal or an illegal connection means being at the meter and looking closely.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-5041",
    "occupationId": null
  },
  {
    "taskId": "us-43-5041-11314",
    "score": 56,
    "band": "partial",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Writing up meter faults and access problems is short routine reporting software drafts easily.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-5041",
    "occupationId": null
  },
  {
    "taskId": "us-43-5041-11315",
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      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Answering questions about charges and services is routine explaining software already handles in call centers.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-5041",
    "occupationId": null
  },
  {
    "taskId": "us-43-5041-11316",
    "score": 56,
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    "d": [
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Updating an address or meter location is a straightforward record change, though the detail comes from being on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-43-5041-11317",
    "score": 39,
    "band": "low",
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      46
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    "d": [
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      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Sending a message to arrange another time is automatic scheduling, though a card left at the door needs someone there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-5041",
    "occupationId": null
  },
  {
    "taskId": "us-43-5041-11318",
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    "d": [
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Connecting or disconnecting a service means physically working at the meter.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-5041",
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  },
  {
    "taskId": "us-43-5041-11320",
    "score": 75,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reporting a lost or broken key is a short routine notice a system can raise automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-5041",
    "occupationId": null
  },
  {
    "taskId": "us-43-5041-20904",
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Servicing or repairing a meter is hands-on work at the device.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-5041",
    "occupationId": null
  },
  {
    "taskId": "us-43-5051-11321",
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      3
    ],
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    "unstable": false,
    "rationale": "Recording and balancing the day's takings is straightforward bookkeeping, though counting the drawer is done by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:07:16.251Z",
    "keyingScheme": "text-only",
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    "d": [
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "The postage calculation is simple, but weighing the item and applying the postage is done by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Taking a signature from the person collecting registered mail requires both people present.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:07:16.251Z",
    "keyingScheme": "text-only",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Registering and insuring an item is a form-filling step attached to physically processing the parcel.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Vending machines already sell stamps, but counter sales still involve handing over goods and taking payment.",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Checking that an item is properly packed and franked means handling the item.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "us-43-5051-11327",
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    "d": [
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Postal rules and rates are fully published and easily explained, but the questions come at the counter.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-5051",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Address changes and loss claims are standard forms that online systems already handle well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-5051",
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    "unstable": false,
    "rationale": "The federal rules are published and easy to explain, though the help is given face to face at the counter.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Sorting mail is physical handling, whether by hand or feeding machines.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Cashing a money order involves checking identity and handing over cash across a counter.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3
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      3
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    "rationale": "Storing and retrieving held parcels is physical work with a short paperwork step attached.",
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      3
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    "rationale": "Claim forms are standard, though people making a loss claim generally want a person walking them through it.",
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  {
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      2,
      3
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    "unstable": false,
    "rationale": "Complaint forms and referrals are routine, but a customer whose mail is lost usually wants a person handling it.",
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    "rationale": "Receiving parcels and bagging mail is physical handling.",
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    "confidence": "high",
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    "rationale": "Canceling postage by machine or hand stamp is physical work with the mail.",
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    "confidence": "high",
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    "rationale": "Moving mail between workstations is physical work.",
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    "confidence": "high",
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    "rationale": "Ordering retail stock and office supplies is routine purchasing that ordering systems already automate.",
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      1,
      2
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    "rationale": "Getting a signature and taking payment at the door needs someone standing there; only the paperwork afterwards is desk work.",
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    "modelId": "claude-opus-5",
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Putting physical mail into delivery order means handling every item by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Walking or driving a route and putting mail through doors is physical delivery work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Travelling back to the post office with collected mail is movement of a person and physical items.",
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    "confidence": "high",
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    "rationale": "Handing in the money and receipts collected on a route is physical delivery of items.",
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    "confidence": "high",
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    "rationale": "Signing for and taking custody of registered mail happens in person with the items in hand.",
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      3
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    "confidence": "medium",
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    "rationale": "Recording an address change is simple data work, but actually pulling and redirecting that person's mail is done by hand.",
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      3
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    "confidence": "medium",
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    "rationale": "Recording a hold request is simple screen work, but setting aside someone's actual mail is done by hand.",
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    "confidence": "high",
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    "rationale": "Bundling mail is hands-on work with the items themselves.",
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    "confidence": "high",
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    "rationale": "Leaving a card at the address means being at the door with a piece of paper.",
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    "rationale": "Meeting collection and return times means physically being in the right place at the right time.",
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    "rationale": "Deciding an address is wrong is easy to automate, but physically pulling and returning the item is hands-on.",
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      3
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    "rationale": "Delivery records are largely produced by handheld scanners, though the scanning itself happens out on the route.",
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    "rationale": "Postal rules and prices are fully published, so answering these questions is well within what software already does.",
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    "rationale": "Choosing the right form is easy to automate, but handing a customer a paper card happens face to face.",
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    "rationale": "Noticing a damaged letter box or an unusual delivery problem needs someone physically on the route to see it.",
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    "rationale": "Registering and insuring an item is a counter transaction: the system entry is routine, the handling of the item is not.",
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      1
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    "rationale": "Filling in standard publisher notification forms from recorded address changes is routine paperwork software handles easily.",
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    "rationale": "Selling stamps and money orders means handing over physical items and taking payment in person.",
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      2
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    "confidence": "medium",
    "unstable": true,
    "rationale": "The routing rules are well documented, but the keying happens with the items in front of you at the frame.",
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      2
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    "rationale": "Bundling, labeling and moving mail to the right bay is physical work.",
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    "rationale": "Training materials are easy to write, but showing someone the machinery happens in person.",
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      2
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    "rationale": "Putting mail into the right pigeonhole means handling each item by hand.",
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    "rationale": "Transcribing recordings and circulating written minutes is already handled end to end by widely available note-taking tools.",
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    "rationale": "Lab results arrive electronically and the routing rules are clear, so this automates well with staff checking urgent items.",
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    "rationale": "Medical records are now kept in electronic systems, so filing, indexing and upkeep are largely software work.",
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    "rationale": "Producing letters, invoices and reports from templates and existing data is exactly what office software and AI do best.",
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    "rationale": "Sending records electronically is easily automated; posting physical mail still needs someone to handle the envelopes.",
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    "rationale": "Choosing what materials a job needs depends on how the particular workplace organizes its paperwork and trays.",
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    "rationale": "Checking spelling, grammar and formatting is the task computers have done best for longest.",
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    "rationale": "Phones and faxes can be automated, but sorting mail and running errands means moving around the building.",
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    "rationale": "Saving, naming and organizing files in a digital filing system is routine computer work.",
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    "confidence": "high",
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    "rationale": "Printing and photocopying means someone at the machine loading and collecting paper.",
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    "rationale": "Generating addresses and labels is trivial for software; feeding envelopes through the printer is not.",
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    "rationale": "Pulling statistics from several sources into tables and reports is work software does quickly and accurately.",
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    "rationale": "Finding times, booking rooms and sending invitations is well-suited scheduling work, with occasional human negotiation.",
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    "rationale": "Spotting typos, spacing errors and inconsistencies on a proof is something software does faster and more reliably than people.",
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    "rationale": "Layout software plus AI now produces print-ready pages that usually need only tidying by a designer.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-9031",
    "occupationId": null
  },
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      57,
      71
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      0,
      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reviewing work in progress on screen and making changes is screen work software increasingly handles, guided by feedback.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-9031",
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  },
  {
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    "band": "very high",
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      89,
      97
    ],
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      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Setting type size, style, column width and spacing is exactly what publishing software is built to do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-9031",
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  },
  {
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      31,
      45
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    "d": [
      3,
      2,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Digital archiving is automatic, but storing copies on paper, film or disks means handling physical media.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-9031",
    "occupationId": null
  },
  {
    "taskId": "us-43-9031-2820",
    "score": 83,
    "band": "very high",
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      79,
      87
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    "d": [
      3,
      0,
      0,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Arranging text and images attractively is something design tools now do well, with a human eye on the final look.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-9031",
    "occupationId": null
  },
  {
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      49,
      63
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    "d": [
      3,
      1,
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      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Getting images into the system is mostly automated, though scanning and photographing originals needs hands.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-9031",
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  },
  {
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    "score": 93,
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      89,
      97
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    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Retouching, masking and image cleanup are now among the things AI tools do at professional quality.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-9031",
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  },
  {
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    "score": 93,
    "band": "very high",
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      89,
      97
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    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Importing text, artwork and photos into a layout is a routine software operation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-9031",
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  },
  {
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    "score": 83,
    "band": "very high",
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      79,
      87
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    "d": [
      3,
      0,
      0,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Producing sample layouts for a client to pick from is quick work for design software with a human review.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-9031",
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  },
  {
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      82
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      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reading a design brief and working out the order of operations is document interpretation software now handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-9031",
    "occupationId": null
  },
  {
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      0,
      4
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    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Putting a physical disk or tape into a machine needs a person’s hands.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
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    "occupationId": null
  },
  {
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      96,
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    "d": [
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      0,
      0,
      0,
      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Converting files between print and web formats is something software does completely and reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-9031",
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  {
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      89,
      97
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      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Entering coordinates and color specifications for corrections is precise data work software performs directly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-9031",
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  {
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      68,
      82
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      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Color choices and separations are handled by prepress software, with a person checking the printed result.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-9031",
    "occupationId": null
  },
  {
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    "d": [
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      2,
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Sending files electronically is easy, but physically delivering or mailing a master to a printer is not.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-9031",
    "occupationId": null
  },
  {
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      47
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      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Producing a master to spec needs back-and-forth with writers and artists about what they actually meant.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-9031",
    "occupationId": null
  },
  {
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    "score": 83,
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      79,
      87
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      3,
      0,
      0,
      0,
      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Effects, image combining, sound and animation are well within what design and AI tools now produce.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-9031",
    "occupationId": null
  },
  {
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      0,
      1,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Filling in claim forms and checking them for missing pieces is structured document work software already does.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-9041",
    "occupationId": null
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      3
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    "confidence": "high",
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    "rationale": "Working out the claim amount is calculation against policy terms, with an adjuster confirming the result.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-9041",
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    "score": 93,
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Attaching information to the right claim file is a filing step that systems handle automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-9041",
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Routing a claim onward for payment or investigation follows fixed rules that software applies.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Automated reminders chase most missing details, though awkward gaps still need someone to call.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3
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    "confidence": "high",
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    "rationale": "Reading a policy to see what is covered is close document work, with unusual cases still checked by a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-9041",
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    "score": 81,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Setting up new policies and claims in the system is structured data handling that software does quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-9041",
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  {
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    "score": 93,
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      89,
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Entering, searching and retrieving detailed records is what computer systems are built to do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-9041",
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Standard guidance on next steps and referrals is well covered by automated service tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-9041",
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      75,
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      4,
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      0,
      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Writing to customers or agents about account status is routine correspondence that software drafts well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-9041",
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  {
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      77,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cross-checking names, ages and values against source records is precisely what checking software is built for.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Matching an application to reinstatement rules is easy; actually approving it puts the firm on the hook, so a person decides.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Reading letters and documents to work out what needs changing is document work software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-9041",
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  {
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    "score": 93,
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      89,
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Copying data into worksheets and systems is the clearest example of work computers do without help.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-9041",
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  {
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    "score": 93,
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      89,
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Sending a cancellation notice to the agent and accounts is an automatic step once the record changes.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-9041",
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  {
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    "d": [
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Small payments run through systems, though someone with authority still stands behind releasing the money.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-43-9041",
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Completing and submitting standard business or government forms is structured paperwork software handles reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3
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    "rationale": "Most premiums are collected electronically with automatic receipts, though cash and checks still pass through hands.",
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    "modelId": "claude-opus-5",
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  {
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      3
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    "rationale": "Automated service covers routine calls, but someone who has just had a loss often wants a person.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The computer list is instant; pulling paper cancellation cards from a filing cabinet is not.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Drafting business letters and emails on someone else's behalf is one of the things language software does best.",
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    "modelId": "claude-opus-5",
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  {
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      1,
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      3
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    "unstable": false,
    "rationale": "Premiums, refunds and commissions are calculated from published rate tables, which software applies exactly.",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Typing claim details into a database is the plainest form of data entry, and systems already capture most of it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Updating a policy for a change of beneficiary or cover is a standard record change software makes.",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Digital policyholder files are easy to keep in order, though paper records still need handling.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Sealing and opening envelopes is hands-on work at a bench or machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3
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    "confidence": "high",
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    "rationale": "Sticking on stamps or running items through a postage meter is hands-on work at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The address and postage check is simple, but judging condition means having the item in your hands.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Bagging and tagging mail by destination is physical sorting work.",
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    "modelId": "claude-opus-5",
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      2
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    "confidence": "high",
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    "rationale": "Clearing a jam means reaching into the machine and freeing the blockage.",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Sorting and carting mail around a building is physical work from start to finish.",
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    "modelId": "claude-opus-5",
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      4
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    "rationale": "Postage rates are published and easy to apply, but the item still has to be placed on a scale.",
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    "modelId": "claude-opus-5",
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      3
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    "confidence": "medium",
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    "rationale": "Choosing the cheapest suitable service is a documented lookup, but actually preparing the mail is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      2
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    "confidence": "high",
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    "rationale": "Lifting and unloading mail containers onto equipment is heavy physical work.",
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    "modelId": "claude-opus-5",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Wrapping and tying packages is done with hands and a machine at a bench.",
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    "modelId": "claude-opus-5",
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    "rationale": "Folding letters and stuffing envelopes is manual work, whether by hand or feeding a machine.",
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    "rationale": "Taking printed material off a machine is physical handling.",
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    "modelId": "claude-opus-5",
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    "rationale": "Refilling ink and paste and changing ribbons is hands-on machine maintenance.",
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    "rationale": "Starting a machine and watching for malfunctions means being at the machine while it runs.",
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      3
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    "rationale": "Pulling item types and sizes out of a production order is straightforward document reading that software does reliably.",
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    "rationale": "Handling the request is easy to automate, but picking, packing and posting the sample is physical work.",
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    "rationale": "Moving containers of sorted mail to the right area is physical handling.",
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    "rationale": "Booking a courier collection is a routine transaction that software already arranges without a person involved.",
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    "rationale": "Date-stamping incoming mail is a physical action performed on each item.",
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      3
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    "rationale": "Reading addresses and routing items is already largely automated, though the operator sits at the sorting machine.",
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    "rationale": "Adjusting rollers, guides and tying arms with hand tools is done at the machine.",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Accepting bulk mail containers means receiving, handling and physically checking what has been delivered.",
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      2
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    "rationale": "Handing a package to someone at a counter after checking their identification is done in person.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Postal and courier rules are published in detail, so answering questions about them is well suited to automated help.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Operating collators, staplers and folders is physical machine work.",
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    "rationale": "Logging output volumes, materials used and backlogs is routine record-keeping that software does well.",
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      1
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      3
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    "keyingScheme": "text-only",
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  {
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      1
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    "confidence": "high",
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    "rationale": "Treating a sick or injured animal is hands-on work with the animal.",
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    "modelId": "claude-opus-5",
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  {
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      2,
      3
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    "unstable": false,
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    "keyingScheme": "text-only",
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      3
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3
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    "confidence": "medium",
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    "rationale": "Weather and soil data can be summarized, but the decision is made in conversation between managers.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      2
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    "confidence": "medium",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      2
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-45-1011",
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  {
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      2
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    "confidence": "high",
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    "rationale": "Moving and re-erecting equipment at a new site is physical work on the ground.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-45-1011",
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The scheduling half can be handled by software, but selecting and moving logs happens in the yard.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-45-1011",
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  {
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      2
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    "confidence": "medium",
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    "rationale": "Building a crew and transport roster is exactly the kind of planning software does well.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-45-1011",
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  {
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Driving a tractor or harvester requires someone in the cab.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-45-1011",
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  {
    "taskId": "us-45-1011-23356",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Accounts, marketing copy and personnel paperwork are standard office tasks with good tool support.",
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    "modelId": "claude-opus-5",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Moving animals, feed and equipment around is physical work, even when the booking part is not.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-45-1011",
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  {
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      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Checking fences, fields and equipment means walking the property and looking at them.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-45-1011",
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  {
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      3
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    "confidence": "high",
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    "rationale": "Reading orders and inventory records to work out what needs doing is desk work on existing data.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-45-1011",
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  {
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      2
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    "confidence": "high",
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    "rationale": "Spotting what needs fixing in a building or yard requires being there to see it.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-45-1011",
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      3
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    "confidence": "medium",
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    "rationale": "Production figures can be prepared, but agreeing the plan happens in discussion with managers.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-45-1011",
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      3
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    "confidence": "high",
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    "rationale": "Time sheets, payroll figures and personnel records are routine paperwork built from data already in systems.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-45-1011",
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    "confidence": "high",
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    "rationale": "Ordering supplies is a documented purchasing process, though some chemicals need a licensed buyer.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-45-1011",
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    "rationale": "Watching a build progress and catching problems early needs someone on site.",
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    "modelId": "claude-opus-5",
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    "rationale": "Handing out and collecting tools and machinery is physical work at the yard.",
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    "modelId": "claude-opus-5",
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    "rationale": "Budget calculation and tracking is desk work built on figures already held in the accounting system.",
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    "keyingScheme": "text-only",
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    "rationale": "Adjusting or repairing machinery means hands on the machine.",
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    "modelId": "claude-opus-5",
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    "rationale": "Compliance checklists can be prepared, but spotting operational problems means watching the work happen.",
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    "rationale": "Matching shifts to available people and machines is a planning problem software handles well.",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-45-1011",
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  {
    "taskId": "us-45-2011-14846",
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    "rationale": "Compliance inspections happen at the site, and the finding must come from an authorized inspector.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:37:43.407Z",
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    "confidence": "medium",
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    "rationale": "Detecting disease or infestation means examining real plants and animals in the field.",
    "promptVersion": "task_scoring_v1.0",
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      3
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    "rationale": "Much of this is checking paperwork against rules, though transport and handling still get looked at directly.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Collecting samples from animals, plants and products is physical work in the field.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "unstable": false,
    "rationale": "Regulations are written down and easy to explain, but enforcement is an official act carried out on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Writing up findings and corrective advice is document work software drafts well, with the inspector accountable for what is issued.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-45-2011",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Watching how staff actually handle food has to be done in the room with them.",
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  },
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    "taskId": "us-45-2011-14853",
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      9
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      3,
      3,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Watching how a plant actually runs and how clean it is requires being there in person.",
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  },
  {
    "taskId": "us-45-2011-14854",
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      12
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    "d": [
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      3,
      3,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Judging whether food is safe means being in the plant, and only an authorized inspector can make the call.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  },
  {
    "taskId": "us-45-2011-14855",
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      8
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    "d": [
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      3,
      4,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Shutting a facility is a legal power given to an appointed official, exercised on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-45-2011",
    "occupationId": null
  },
  {
    "taskId": "us-45-2011-14856",
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      2,
      16
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    "d": [
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      3,
      2,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking that company graders are doing it right means watching them work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-45-2011",
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  {
    "taskId": "us-45-2011-14857",
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      16
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    "d": [
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      3,
      3,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Grading certificates are documents, but the sealing is physical and only an authorized inspector may issue them.",
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  {
    "taskId": "us-45-2011-14863",
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      12
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    "d": [
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      3,
      3,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Examining and weighing produce is hands-on, and the certified grade must come from an authorized inspector.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-45-2011",
    "occupationId": null
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  {
    "taskId": "us-45-2011-14864",
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    "d": [
      4,
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      2,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Comparing a recipe against an approved formula is a straightforward document check.",
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  {
    "taskId": "us-45-2011-14866",
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      16,
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    "d": [
      3,
      2,
      1,
      1,
      3
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    "confidence": "low",
    "unstable": false,
    "rationale": "Advice on layout, equipment and food safety systems is well documented, though it usually follows a site visit.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-45-2011",
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  {
    "taskId": "us-45-2011-14868",
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      5
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    "d": [
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      3,
      4,
      2,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Giving evidence is something only a person can do, because it is their own word being tested.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "occupationId": null
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  {
    "taskId": "us-45-2021-8232",
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    "d": [
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      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Feeding animals and cleaning pens is physical work in the barn.",
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    "modelId": "claude-opus-5",
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  {
    "taskId": "us-45-2021-8233",
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    "d": [
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      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Spotting illness means handling the animal and feeling for problems.",
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    "modelId": "claude-opus-5",
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  {
    "taskId": "us-45-2021-8234",
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    "d": [
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      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Vaccinating animals is hands-on work in the shed.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-45-2021",
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  {
    "taskId": "us-45-2021-8235",
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    "d": [
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Breeding choices already run on pedigree and genetic records, which software ranks well.",
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  {
    "taskId": "us-45-2021-8236",
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    "d": [
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      0,
      1,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Treating an injury is hands-on, even though calling the vet is only a phone call.",
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  {
    "taskId": "us-45-2021-8237",
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    "d": [
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      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Spotting when an animal is coming into heat takes watching and handling it in person.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-45-2021",
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  {
    "taskId": "us-45-2021-8238",
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      0,
      0,
      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Weights and growth data are structured records, though getting the animal onto the scales is physical.",
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    "modelId": "claude-opus-5",
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  {
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    "d": [
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      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Showing animals means handling them in the ring.",
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    "modelId": "claude-opus-5",
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    "d": [
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Building hutches, pens and fencing is construction work.",
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    "modelId": "claude-opus-5",
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    "d": [
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Clipping and shearing is hand work on the animal.",
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    "modelId": "claude-opus-5",
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  {
    "taskId": "us-45-2021-8243",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The recording part is easy for software, but packaging and labeling straws is bench work.",
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Semen and breeding logs are structured records that software keeps easily.",
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    "taskId": "us-45-2021-8246",
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      2,
      2
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    "unstable": false,
    "rationale": "Sales can be arranged by message, but buyers deal with a breeder they know.",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Drawing measured doses into syringes is bench work by hand.",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Insemination is a physical procedure performed on the animal.",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Modern barn controllers hold temperature automatically, though someone still checks the building.",
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  {
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Analysis software can read sperm motility, but the sample must be prepared and put under the microscope.",
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      2
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    "unstable": false,
    "rationale": "Marking an animal for identification is a physical procedure.",
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  {
    "taskId": "us-45-2021-21080",
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Ordering feed and medicines is routine purchasing work; the stocking still happens on the farm.",
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  {
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      1
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    "unstable": false,
    "rationale": "Bathing and grooming animals is physical work.",
    "promptVersion": "task_scoring_v1.0",
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  {
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    "unstable": false,
    "rationale": "Exercising animals means being with them and moving them about.",
    "promptVersion": "task_scoring_v1.0",
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  {
    "taskId": "us-45-2041-13349",
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      1
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    "confidence": "high",
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    "rationale": "Grading by feel and smell as well as sight needs a person handling the produce.",
    "promptVersion": "task_scoring_v1.0",
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  {
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      2
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    "unstable": false,
    "rationale": "Pulling out bad produce and packing the good is hands-on sorting.",
    "promptVersion": "task_scoring_v1.0",
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  {
    "taskId": "us-45-2041-13351",
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    "confidence": "high",
    "unstable": true,
    "rationale": "Judging weight by hand or eye is a physical skill learned at the bench, not a screen task.",
    "promptVersion": "task_scoring_v1.0",
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    "taskId": "us-45-2041-13352",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Putting graded produce into containers and marking them is done by hand on the line.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-45-2041",
    "occupationId": null
  },
  {
    "taskId": "us-45-2041-13353",
    "score": 38,
    "band": "low",
    "range": [
      31,
      45
    ],
    "d": [
      3,
      2,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Writing grade numbers onto tags and paperwork is routine recording, though it happens at the packing line.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-45-2041",
    "occupationId": null
  },
  {
    "taskId": "us-45-2091-13355",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Servicing and repairing farm machinery needs hands on it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-45-2091",
    "occupationId": null
  },
  {
    "taskId": "us-45-2091-13356",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Hearing a machine running badly means being on the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-45-2091-13357",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Laying irrigation pipe and maintaining ditches is physical outdoor work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-45-2091",
    "occupationId": null
  },
  {
    "taskId": "us-45-2091-13358",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Mixing and pouring chemicals into machinery is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-45-2091",
    "occupationId": null
  },
  {
    "taskId": "us-45-2091-13359",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Driving tractors and combines is physical machine operation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-45-2091",
    "occupationId": null
  },
  {
    "taskId": "us-45-2091-13360",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Setting and adjusting machine controls is done with hands on the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-45-2091",
    "occupationId": null
  },
  {
    "taskId": "us-45-2091-13361",
    "score": 9,
    "band": "minimal",
    "range": [
      2,
      16
    ],
    "d": [
      2,
      3,
      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Directing a field crew means being out there with them as the work happens.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-45-2091",
    "occupationId": null
  },
  {
    "taskId": "us-45-2091-13362",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Loading hoppers and conveyors is physical handling.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-45-2091",
    "occupationId": null
  },
  {
    "taskId": "us-45-2091-13363",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Spraying with a hand sprayer is physical work in the field.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-45-2091",
    "occupationId": null
  },
  {
    "taskId": "us-45-2091-13364",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Bolting implements onto a tractor is manual work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-45-2091",
    "occupationId": null
  },
  {
    "taskId": "us-45-2091-13365",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Towing and running seed drills and spreaders is machine driving.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-45-2091",
    "occupationId": null
  },
  {
    "taskId": "us-45-2091-13366",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Driving a truck is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-45-2091",
    "occupationId": null
  },
  {
    "taskId": "us-45-2091-13367",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Feeding plants into a planter by hand is manual work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-45-2091",
    "occupationId": null
  },
  {
    "taskId": "us-45-2091-13368",
    "score": 23,
    "band": "low",
    "range": [
      16,
      30
    ],
    "d": [
      4,
      3,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "The weights and records are simple data, but the containers still have to be put on the scales.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-45-2091",
    "occupationId": null
  },
  {
    "taskId": "us-45-2091-13369",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Loading and unloading crops is manual handling.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-45-2091",
    "occupationId": null
  },
  {
    "taskId": "us-45-2091-13370",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Sorting produce on a moving conveyor is done by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-45-2091-13371",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Positioning boxes and bags at machine outlets is manual handling.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-45-2091",
    "occupationId": null
  },
  {
    "taskId": "us-45-2092-23370",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Harvesting, transplanting and potting plants is physical work done by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:49:18.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-45-2092",
    "occupationId": null
  },
  {
    "taskId": "us-45-2092-23371",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Driving tractors and machinery through fields is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:49:18.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-45-2092",
    "occupationId": null
  },
  {
    "taskId": "us-45-2092-23372",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Setting up and running irrigation equipment means moving pipes and valves in the field.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:49:18.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-45-2092",
    "occupationId": null
  },
  {
    "taskId": "us-45-2092-23373",
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    "range": [
      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Repairing vehicles and machinery is done with tools on the equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:49:18.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-45-2092",
    "occupationId": null
  },
  {
    "taskId": "us-45-2092-23374",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Picking fruit and vegetables by hand is entirely physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:49:18.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-45-2092",
    "occupationId": null
  },
  {
    "taskId": "us-45-2092-23375",
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    "band": "minimal",
    "range": [
      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning work areas and maintaining grounds is entirely hands-on.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:49:18.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-45-2092",
    "occupationId": null
  },
  {
    "taskId": "us-45-2092-23376",
    "score": 12,
    "band": "minimal",
    "range": [
      8,
      16
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    "d": [
      2,
      3,
      0,
      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Selling is partly a counter task, but delivering plants and flowers means loading and driving them to customers.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:49:18.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-45-2092",
    "occupationId": null
  },
  {
    "taskId": "us-45-2092-23378",
    "score": 29,
    "band": "low",
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      22,
      36
    ],
    "d": [
      3,
      2,
      0,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Writing up crop progress is straightforward reporting, but seeing how the crop is doing means walking the fields.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:49:18.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-45-2092",
    "occupationId": null
  },
  {
    "taskId": "us-45-2092-23379",
    "score": 6,
    "band": "minimal",
    "range": [
      2,
      10
    ],
    "d": [
      1,
      3,
      0,
      2,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Directing seasonal crews means being in the field, seeing the work and adjusting as conditions change.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:49:18.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-45-2092",
    "occupationId": null
  },
  {
    "taskId": "us-45-2092-23380",
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      21,
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      3,
      2,
      2,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Photo identification of pests and weeds works well, though spraying decisions are made on site by a certified applicator.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:49:18.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-45-2092",
    "occupationId": null
  },
  {
    "taskId": "us-45-2092-23381",
    "score": 19,
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      12,
      26
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    "d": [
      3,
      3,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Modern controls can run to a schedule, though vents, shading and outdoor irrigation still need someone walking the site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:49:18.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-45-2092",
    "occupationId": null
  },
  {
    "taskId": "us-45-2092-23383",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Feeling leaves and checking their colour is done with the plant in your hands.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:49:18.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-45-2092",
    "occupationId": null
  },
  {
    "taskId": "us-45-2092-23384",
    "score": 43,
    "band": "partial",
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      36,
      50
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    "d": [
      4,
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      0,
      1,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Plant selection and care advice is abundantly documented, though customers usually ask whoever is on the shop floor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:49:18.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-45-2092",
    "occupationId": null
  },
  {
    "taskId": "us-45-2092-23385",
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    "band": "minimal",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Fixing irrigation and climate systems is practical repair work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:49:18.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-45-2092",
    "occupationId": null
  },
  {
    "taskId": "us-45-2092-23386",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Digging, cutting and transplanting stock is physical work with tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:49:18.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-45-2092",
    "occupationId": null
  },
  {
    "taskId": "us-45-2092-23387",
    "score": 40,
    "band": "partial",
    "range": [
      33,
      47
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    "d": [
      4,
      2,
      1,
      0,
      3
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    "unstable": false,
    "rationale": "The record itself is simple to produce, but someone must be in the field to know what was actually applied and harvested.",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Repairing buildings and fences is practical construction work.",
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    "modelId": "claude-opus-5",
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  {
    "taskId": "us-45-2092-23389",
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      39,
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Stock records and reordering run well in software, though counting what is actually on site means walking the nursery.",
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    "modelId": "claude-opus-5",
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  {
    "taskId": "us-45-2092-23390",
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      53
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      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The record keeping is simple, but the growth observations behind it come from being among the plants.",
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    "modelId": "claude-opus-5",
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  {
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    "d": [
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      4,
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Digging, raking and screening soil and filling beds is entirely physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "occupationId": null
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  {
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      4,
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      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Inspecting, grading, sorting and storing crops is hands-on work with the produce.",
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    "modelId": "claude-opus-5",
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  {
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Judging plant quality means looking at and handling the plants themselves.",
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    "modelId": "claude-opus-5",
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  {
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    "d": [
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Moving containerised plants and trees around is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-45-2092",
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  {
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    "d": [
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Tying, bunching, wrapping and packing plants is done entirely by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-45-2092",
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  {
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      4
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    "d": [
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      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Loading produce and driving it to market is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-45-2092",
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  },
  {
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    "d": [
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Hauling and spreading soil and fertiliser is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:49:18.849Z",
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    "scoredUnderOccupationId": "us-soc-45-2092",
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  },
  {
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      4
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    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Planting, weeding, watering and pruning with garden tools is entirely hands-on.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-45-2092",
    "occupationId": null
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  {
    "taskId": "us-45-2093-13410",
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    "d": [
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Feeding and watering animals means carrying feed and checking troughs in person.",
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    "modelId": "claude-opus-5",
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    "occupationId": null
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  {
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Driving a tractor or feed truck around the farm is machine operation, not desk work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      1
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Spotting a sick animal comes from being with it and handling it, and much of that skill is unwritten.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Giving an animal an injection or treatment is hands-on work with the animal in front of you.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Mixing feed and additives to a recipe still means shoveling and measuring the real materials.",
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    "modelId": "claude-opus-5",
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  {
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fixing fences, pens and machinery is tool-in-hand work out on the farm.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-45-2093",
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  {
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Shifting animals or equipment from place to place is lifting and driving work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      1
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    "unstable": false,
    "rationale": "Shoveling out stalls and washing equipment is physical cleaning that has to be done on site.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Branding, tagging or tattooing livestock is physical handling of each animal.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-45-2093",
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    "unstable": true,
    "rationale": "Moving livestock is physical outdoor work with the animals.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:40:00.000Z",
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  {
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      1
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Rotating animals between pastures means opening gates and driving stock, even when the plan is written down.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-45-2093",
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Ordering feed and booking delivery is ordinary purchasing paperwork that software already handles well.",
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    "confidence": "high",
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    "rationale": "Breeding work and assisting births is intimate physical handling of animals.",
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    "modelId": "claude-opus-5",
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      1
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    "confidence": "high",
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    "rationale": "Sorting animals by size and condition means moving them yourself through pens and gates.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Riding or driving out to check grazing land is presence on the land itself.",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping growth, feed and cost records is straightforward record-keeping that software does reliably.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Clipping, shearing and similar jobs are done with tools directly on the animal.",
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    "unstable": false,
    "rationale": "Spraying or dipping livestock means handling the animals and the equipment yourself.",
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    "rationale": "Guarding a herd with working dogs depends on being out there with the animals.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Checking that equipment runs properly means putting hands on it.",
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    "d": [
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      1
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Crew discussions about safety and cutting heights happen between people on the job, though notes can be prepared beforehand.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fighting fires or running a prescribed burn is physically demanding outdoor work.",
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      2
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      1
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    "unstable": false,
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    "modelId": "claude-opus-5",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Building and repairing skid roads with a tractor is physical work on the ground.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Operating a tree-clamping tractor is physical machine control out in the forest.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Shearing, limbing and cutting trees with a harvester is hands-on machine work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3
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    "confidence": "medium",
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    "rationale": "Shift report forms are routine paperwork software can fill in once the operator supplies what happened that day.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      0,
      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Converting measurements into board feet using a conversion table is straightforward arithmetic that software does perfectly.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-45-4022",
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  {
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      2
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    "confidence": "medium",
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    "rationale": "Grading rules are written down, but the call is made by looking at and handling the log.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "us-45-4023-9812",
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      3
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    "rationale": "Spraying identification marks onto logs is done by hand at the log pile.",
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    "modelId": "claude-opus-5",
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    "rationale": "The volume and value sums are pure arithmetic, but the measurements come from a person with a tape at the log.",
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    "modelId": "claude-opus-5",
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  {
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    "rationale": "Working out the best cutting lengths can be calculated, but measuring and marking the log is done on site.",
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    "modelId": "claude-opus-5",
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    "rationale": "Rules for substandard logs are documented, but spotting them means inspecting the actual timber.",
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    "modelId": "claude-opus-5",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Jabbing a scale stick into a log to test for rot is a physical check.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-45-4023",
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Driving to mills and wharfs to inspect timber is travel and on-site work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-45-4023",
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    "rationale": "Hand signals to direct log movement only work with a person there watching.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Weighbridge readings and supplier records are captured and stored by the system itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Sawing felled trees into lengths is chainsaw work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-45-4023",
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  {
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Booking hauling to mill sites is scheduling and coordination work software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "taskId": "us-47-1011-11424",
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      3
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    "confidence": "medium",
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    "rationale": "Reading drawings to work out requirements is desk work, though software still misreads construction drawings often.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
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      3
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    "confidence": "high",
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    "rationale": "Estimating materials and labour from drawings and job data is well-documented calculation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Scheduling can be planned at a screen, but directing crews happens on site with the people doing the work.",
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    "keyingScheme": "text-only",
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      2
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    "rationale": "Resolving problems with contractors and other departments is largely talking things through with the people involved.",
    "promptVersion": "task_scoring_v1.0",
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      2
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    "rationale": "Coordinating with other trades is mostly messaging and scheduling, but agreement is reached with people on site.",
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      3
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    "rationale": "Ordering materials and supplies runs from job requirements through supplier systems.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-1011",
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    "confidence": "high",
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    "rationale": "Setting out and marking positions on the ground is measuring work done physically on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3
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    "rationale": "Filling in personnel, production and operational records is form-filling that systems capture directly.",
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    "keyingScheme": "text-only",
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      2
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    "rationale": "Matching jobs to available people and materials is planning, though the crew takes the assignment from their supervisor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      2
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    "confidence": "high",
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    "rationale": "Pitching in with hand tools alongside the crew is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Training material is easy to prepare, but teaching equipment use and safety happens hands-on with workers.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      2
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    "rationale": "Software can analyse production data and suggest fixes, but motivating a crew depends on the supervisor.",
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    "unstable": false,
    "rationale": "Arranging equipment repairs is booking and paperwork, with a short handover when the engineer comes.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-1011",
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  {
    "taskId": "us-47-1011-11437",
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Recommending promotions, transfers or hires rests on knowing the individual workers well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "taskId": "us-47-1011-17725",
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    "d": [
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      3
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    "confidence": "medium",
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      3
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      3
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    "confidence": "medium",
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    "rationale": "Booking inspections with the local authority is scheduling and correspondence.",
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    "modelId": "claude-opus-5",
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      3
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      2
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    "confidence": "high",
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    "rationale": "Commissioning and starting up a system means switching on and testing equipment on site.",
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      2
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      3
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      3
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  {
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      3
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      3
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      3
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      3
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      2
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    "rationale": "Finding leaks and weak spots means examining the actual vessel closely.",
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    "rationale": "Rigging loads and signaling a crane operator has to happen at the lift.",
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    "rationale": "Welding and beading tube ends is skilled physical work.",
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    "rationale": "The layout comes from a drawing, but marking cutting lines happens on the steel itself.",
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    "rationale": "Fitting valves, taps and connections into boiler drums is hand-tool work on the equipment.",
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    "rationale": "Building a corner in plumb is skilled physical work with brick and mortar.",
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    "modelId": "claude-opus-5",
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      3
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    "confidence": "medium",
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      2
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    "rationale": "Fixing brickwork to a structure is hands-on.",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cutting brick to size is physical work with hammer, trowel or saw.",
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      2
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    "rationale": "Striking and finishing mortar joints is done by hand at the wall.",
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  {
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      0,
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      3
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    "rationale": "Reading drawings and working out how much material a job needs is document and calculation work.",
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  {
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      2
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    "rationale": "Spreading and smoothing mortar is done by hand with a trowel.",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Mixing mortar to the right consistency is physical work with materials on site.",
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    "modelId": "claude-opus-5",
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      2
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    "rationale": "Judging whether brickwork needs repair means looking at and touching the actual structure.",
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Brushing and scraping surfaces clean is manual work.",
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    "modelId": "claude-opus-5",
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  {
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    "d": [
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      4,
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Laying and aligning brick is the physical craft at the center of the trade.",
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    "modelId": "claude-opus-5",
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  {
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      2
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    "rationale": "Breaking out damaged brick with a hammer or chisel is heavy manual work.",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Spraying refractory coating onto brickwork is applied by hand on site.",
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    "rationale": "Marking out walls and foundations with rules and staked lines is done physically on site.",
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    "confidence": "high",
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    "rationale": "Cutting and shaping stone with saws and hand tools needs a person at the machine.",
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      2
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    "rationale": "Lining up a structure with a plumb bob and level happens with tools in hand on the build.",
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    "rationale": "Mixing and spreading mortar is physical work with materials and tools.",
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    "rationale": "Filling and finishing joints with a trowel and pointer is done entirely by hand.",
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    "rationale": "Lifting and bedding stone into position is heavy physical work.",
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  {
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    "rationale": "Washing mortar off finished stone is hands-on cleaning work.",
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    "rationale": "Laying brick inside chimneys, furnaces and boilers is physical work in confined spaces.",
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    "rationale": "Cutting out and replacing damaged masonry in a wall or floor is hands-on repair work.",
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    "rationale": "Drilling stone and setting anchor brackets is done with tools in hand.",
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      1
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    "rationale": "Repairing chipped stone with a blowtorch, mastic or grinder is hands-on craft work.",
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      1
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    "rationale": "Unloading and guiding heavy monument sections onto a foundation is physical work with lifting gear.",
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      2
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  {
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      3
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    "rationale": "Keeping a site safe and clean is something done physically, on the site.",
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    "rationale": "Keeping records and writing progress reports is ordinary paperwork software drafts to a usable standard.",
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    "rationale": "Filling and sanding plaster is done by hand with a trowel.",
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    "rationale": "Digging holes and setting poles is physical outdoor work.",
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    "rationale": "Seaming carpet edges with tape and a heated iron is skilled handwork.",
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    "rationale": "Area and material calculations are straightforward math, though the measurements must be taken in the room.",
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    "rationale": "Spreading adhesive and laying carpet is hands-on installation.",
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    "rationale": "Shifting furniture and tearing out old carpet is heavy physical work.",
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    "rationale": "Cutting and binding carpet edges is machine and hand work.",
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    "rationale": "Rolling and pressing covering into the adhesive is physical work.",
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    "rationale": "Cleaning excess cement off a finished floor is done by hand.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Chipping and grinding high spots off concrete is physical work with power tools.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Laying roofing paper and spreading concrete over it is physical work on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-2051",
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  {
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    "d": [
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      4,
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Building and clamping wooden molds is carpentry done at the repair.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-2051",
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  {
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    "d": [
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      4,
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Sprinkling chips or coloring powder across a wet surface is done by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T02:00:49.005Z",
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  {
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      4
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    "d": [
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      4,
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cutting metal strips and pressing them into a terrazzo base is manual work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-2051",
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  {
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Casting beams, columns and panels is physical production work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "us-47-2051-7068",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Waterproofing and restoring concrete means applying materials to the surface itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Setting bolts and fixtures into fresh concrete, or stamping it, is done by hand within minutes.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-2051",
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  {
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Applying acid and rinsing a concrete surface is hands-on work with materials.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-2051",
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  {
    "taskId": "us-47-2051-7071",
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Rolling chips into a surface is done by hand at the slab.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-2051",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Running a polishing machine over a floor is hands-on machine work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-2051",
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  {
    "taskId": "us-47-2053-9823",
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can lay out the divider pattern, but cutting the metal strips and pressing them into wet terrazzo needs hands.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "us-47-2053-9824",
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Blending chips, laying them into panels and rolling them in is physical work at the floor itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "us-47-2053-9825",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Working out batch quantities from a formula is easy, but someone still has to weigh the sand and cement and load the mixer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T02:00:49.005Z",
    "keyingScheme": "text-only",
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  {
    "taskId": "us-47-2053-9826",
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Forming joints and edges with edging tools while the material is still workable is hands-on shaping.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T02:00:49.005Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-2053",
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  {
    "taskId": "us-47-2053-9827",
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Spreading and smoothing wet concrete to a flat finish is entirely hands-on work at the surface.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T02:00:49.005Z",
    "keyingScheme": "text-only",
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  {
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    "d": [
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    "confidence": "high",
    "unstable": false,
    "rationale": "Grinding stair edges and tight corners with a hand grinder can only be done by a person holding the tool.",
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    "modelId": "claude-opus-5",
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  {
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Running a grinder or polisher across a floor is hands-on machine work that has to happen on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T02:00:49.005Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-2053",
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  {
    "taskId": "us-47-2053-9830",
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Laying out membrane and wire mesh across a floor and fixing it down is physical preparation work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "us-47-2053-9831",
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    "confidence": "low",
    "unstable": false,
    "rationale": "Advice on adjusting the mix or grinding method can come from a manual, but the change is made by hand on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Sealer instructions are written down and easy to follow, but the washing and spraying still has to be done by hand.",
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    "modelId": "claude-opus-5",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Mixing concrete or grout to the right consistency is done at the job with tools or a mixer.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T02:00:49.005Z",
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    "scoredUnderOccupationId": null,
    "occupationId": null
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  {
    "taskId": "us-47-2053-9834",
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Sprinkling chips or coloring powder across a wet surface is done by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "occupationId": null
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  {
    "taskId": "us-47-2053-9835",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Wetting, filling and troweling a surface smooth is hands-on work with no part done at a screen.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Rebar spacing follows written rules, but cutting out damaged concrete and drilling and setting rods is physical repair work.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning the site, tools and machines and putting materials away is straightforward physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Matching grout into small dips and troweling them flat is fine handwork done at the floor.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Chipping and grinding off high spots with hand and pneumatic tools is physical work at the slab.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Judging whether a surface is rough means feeling and looking at it in person.",
    "promptVersion": "task_scoring_v1.0",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Carrying or wheeling materials and machines to the work area is purely physical.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Depths and alignment can be worked out from drawings, but building and clamping the wooden molds is carpentry by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Signaling a truck into position and moving the chute means standing at the pour and watching it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-2053",
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  {
    "taskId": "us-47-2053-9844",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Brooming a texture into fresh concrete is hands-on finishing work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "us-47-2053-9845",
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Casting terrazzo blocks in wooden forms is shop work with materials in hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T02:00:49.005Z",
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      4,
      0,
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Rolling out roofing paper and troweling concrete over it is physical work on the foundation.",
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  {
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      1
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    "confidence": "high",
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  {
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      4
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      1
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    "rationale": "Wetting the surface and rubbing it with a stone to a set finish is done entirely by hand.",
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  {
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      1
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    "confidence": "high",
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    "rationale": "Clearing hazards from a site means physically moving things out of the way.",
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  {
    "taskId": "us-47-2061-11456",
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      3
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  {
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      1
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    "confidence": "high",
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    "rationale": "Directing traffic round a work zone needs a person visible at the roadside.",
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      1
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    "confidence": "high",
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    "rationale": "Signalling a machine operator means standing where the driver can see you, watching the load.",
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  {
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      4,
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Digging, backfilling and levelling ground is heavy physical work with tools.",
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    "modelId": "claude-opus-5",
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  {
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      1
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    "confidence": "high",
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    "rationale": "Lifting concrete sections and pipes into position and sealing them is done by hand on site.",
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  {
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      2
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    "confidence": "high",
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    "rationale": "Measuring and marking out the site is done on the ground with a tape and marker.",
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  {
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      2
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    "confidence": "high",
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    "rationale": "Loading, unloading and carrying materials around a site is lifting work.",
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  {
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      1
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    "rationale": "Putting up and taking down scaffolding and barriers is physical assembly on site.",
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  {
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      1
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    "confidence": "high",
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    "rationale": "Building and stripping concrete formwork with saws and hammers is carpentry done on site.",
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  {
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      2
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    "confidence": "high",
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    "rationale": "Greasing, cleaning and fixing tools and machinery is done with hands on the equipment.",
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  {
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      1
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    "rationale": "Breaking up concrete with a jackhammer takes a person holding the tool.",
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  {
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      1
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    "rationale": "Floating and trowelling wet concrete has to be done by hand before it sets.",
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  {
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      2
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    "confidence": "high",
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    "rationale": "Placing and running sampling equipment inside confined or hazardous spaces means going in there.",
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    "modelId": "claude-opus-5",
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  {
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      2
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    "confidence": "high",
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    "rationale": "Laying drainage and water pipes in a trench is hands-on work with machinery.",
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    "modelId": "claude-opus-5",
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  {
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    "confidence": "high",
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    "rationale": "Fetching, holding and helping for carpenters and masons is hands-on support at the work face.",
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  {
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      2
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    "rationale": "Running pumps, compressors and generators means being at the machine to start and watch it.",
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  {
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      1
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    "rationale": "Mopping, brushing and spreading coatings is done by hand across the surface.",
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  {
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    "rationale": "Placing and protecting poured concrete happens at the pour, with tools in hand.",
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  {
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    "rationale": "Feeding and watching a concrete or plaster pump means standing with the machine.",
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  {
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    "rationale": "Mixing surface compounds means handling and blending real materials on site.",
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    "rationale": "Pulling a building down and recovering materials is heavy physical work.",
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    "rationale": "Spraying water, paint or stucco through a hose means holding the hose at the surface.",
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      2
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    "rationale": "Running a bead of caulk along a joint is precise hand work.",
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  {
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    "rationale": "Sorting site waste and putting erosion barriers in place is physical work outdoors.",
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  {
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      1
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    "rationale": "Guiding a paving machine along the forms is done from the operator’s seat.",
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  {
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    "confidence": "medium",
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    "rationale": "Repairs are made with tools in hand, though reporting a fault afterwards is simple paperwork.",
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    "rationale": "Spreading and leveling asphalt or concrete is machine operation on the road.",
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  {
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    "rationale": "Operating distributors, spreaders and plows is done from the cab.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:12:22.429Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-2071",
    "occupationId": null
  },
  {
    "taskId": "us-47-2071-4800",
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    "band": "minimal",
    "range": [
      0,
      7
    ],
    "d": [
      1,
      4,
      0,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Coordinating dump trucks at the paver means signaling drivers on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:12:22.429Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-2071",
    "occupationId": null
  },
  {
    "taskId": "us-47-2071-4801",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Setting up and breaking down paving equipment is manual work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:12:22.429Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-2071",
    "occupationId": null
  },
  {
    "taskId": "us-47-2071-4802",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Rolling and tamping surfaces is machine and manual work on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:12:22.429Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-2071",
    "occupationId": null
  },
  {
    "taskId": "us-47-2071-4803",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Shoveling blacktop is manual labor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:12:22.429Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-2071",
    "occupationId": null
  },
  {
    "taskId": "us-47-2071-4804",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Driving machines and trucks between job sites is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:12:22.429Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-2071",
    "occupationId": null
  },
  {
    "taskId": "us-47-2071-4805",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      1,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Spotting thin patches in fresh asphalt means standing at the machine watching the surface.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:12:22.429Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-2071",
    "occupationId": null
  },
  {
    "taskId": "us-47-2071-4806",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Lighting burners and setting temperatures means working the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:12:22.429Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-47-2071-4807",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Controlling the paver against a moving dump truck is hands-on machine work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:12:22.429Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-2071",
    "occupationId": null
  },
  {
    "taskId": "us-47-2071-4808",
    "score": 10,
    "band": "minimal",
    "range": [
      3,
      17
    ],
    "d": [
      1,
      3,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Layout follows written specifications, but the string lines and paint marks are placed by hand on the ground.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:12:22.429Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-2071",
    "occupationId": null
  },
  {
    "taskId": "us-47-2071-4809",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Filling hoppers and tanks with paving material is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:12:22.429Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-2071",
    "occupationId": null
  },
  {
    "taskId": "us-47-2071-4810",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Extruding curbing with a machine is on-site operation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:12:22.429Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-2071",
    "occupationId": null
  },
  {
    "taskId": "us-47-2071-4811",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Breaking pavement and driving posts is heavy physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:12:22.429Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-2071",
    "occupationId": null
  },
  {
    "taskId": "us-47-2071-4812",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting dies and screed extensions is done with hand tools on the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:12:22.429Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-2071",
    "occupationId": null
  },
  {
    "taskId": "us-47-2071-4813",
    "score": 0,
    "band": "minimal",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cutting joints and routing cracks is done with the machine on the pavement.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:12:22.429Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-2071",
    "occupationId": null
  },
  {
    "taskId": "us-47-2071-4814",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Placing joint material into pavement is done by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:12:22.429Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-2071",
    "occupationId": null
  },
  {
    "taskId": "us-47-2071-20143",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      1,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Directing traffic around the work means standing in the road.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:12:22.429Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-2071",
    "occupationId": null
  },
  {
    "taskId": "us-47-2072-14901",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Working the levers to position leads and hammers is hands-on machine operation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:55:12.172Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-2072",
    "occupationId": null
  },
  {
    "taskId": "us-47-2072-14902",
    "score": 0,
    "band": "minimal",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Pre-use checks are done by hand on the equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:55:12.172Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-47-2072-14903",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Driving piles into the ground is heavy physical work on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:55:12.172Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-2072",
    "occupationId": null
  },
  {
    "taskId": "us-47-2072-14904",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Operating hammers to drive piles to depth is physical machine work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:55:12.172Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-2072",
    "occupationId": null
  },
  {
    "taskId": "us-47-2072-14905",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning, greasing and refueling the rig is hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:55:12.172Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-2072",
    "occupationId": null
  },
  {
    "taskId": "us-47-2073-9849",
    "score": 16,
    "band": "minimal",
    "range": [
      9,
      23
    ],
    "d": [
      2,
      3,
      0,
      0,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Safety rules are fully written down and easy to look up, but following them happens while operating machinery on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:33:50.782Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-2073",
    "occupationId": null
  },
  {
    "taskId": "us-47-2073-9850",
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    "band": "minimal",
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      14
    ],
    "d": [
      1,
      3,
      0,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Avoiding utility lines, workers and falling objects means reacting at the controls on a live site as things happen.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:33:50.782Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-2073",
    "occupationId": null
  },
  {
    "taskId": "us-47-2073-9851",
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      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Working the controls to move blades, buckets and booms is direct physical operation of the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:33:50.782Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-2073",
    "occupationId": null
  },
  {
    "taskId": "us-47-2073-9852",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "This is hands on the controls of heavy machinery, which is physical work done in the cab.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:33:50.782Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-2073",
    "occupationId": null
  },
  {
    "taskId": "us-47-2073-9853",
    "score": 22,
    "band": "low",
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      15,
      29
    ],
    "d": [
      2,
      2,
      1,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Utility maps can be checked on a screen, but confirming what is actually buried needs detection equipment used on the ground.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:33:50.782Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-2073",
    "occupationId": null
  },
  {
    "taskId": "us-47-2073-9854",
    "score": 11,
    "band": "minimal",
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      4,
      18
    ],
    "d": [
      2,
      3,
      1,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Safety standards are written down, but checking that people are actually following them means watching the work as it happens.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-2073",
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  {
    "taskId": "us-47-2073-9855",
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    "band": "minimal",
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      4
    ],
    "d": [
      0,
      4,
      0,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Lining machinery up against reference stakes and ground marks is done physically at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:33:50.782Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-2073",
    "occupationId": null
  },
  {
    "taskId": "us-47-2073-9856",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Moving earth and materials with heavy machinery is physical work done at the controls.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:33:50.782Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-2073",
    "occupationId": null
  },
  {
    "taskId": "us-47-2073-9857",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Driving and steering grading equipment across the working area is hands-on operation of a machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:33:50.782Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-2073",
    "occupationId": null
  },
  {
    "taskId": "us-47-2073-9858",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      2,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Moving loads in response to signals from the crew is physical machine work carried out on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:33:50.782Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-2073",
    "occupationId": null
  },
  {
    "taskId": "us-47-2073-9859",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Operating a tractor or bulldozer to clear and shape ground is physical machine work on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:33:50.782Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-2073",
    "occupationId": null
  },
  {
    "taskId": "us-47-2073-9860",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Repairing and adjusting machinery means working on the machine itself with tools in hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:33:50.782Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-2073",
    "occupationId": null
  },
  {
    "taskId": "us-47-2073-9861",
    "score": 14,
    "band": "minimal",
    "range": [
      7,
      21
    ],
    "d": [
      2,
      3,
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    "rationale": "Connecting hoses, belts and drive shafts to a tractor is hands-on mechanical work.",
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    "confidence": "high",
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    "rationale": "Operating a loader for clearing, ripping and grading work is physical machine operation on site.",
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    "rationale": "A meter takes the reading, but someone qualified has to be at the confined space to test the air before entry.",
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    "rationale": "Operating compactors and rollers at a disposal site is hands-on machine work.",
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    "taskId": "us-47-2073-9867",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Plans and drawings are documents AI reads well, though agreeing exactly what the client wants is a conversation.",
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    "confidence": "high",
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    "rationale": "Guiding a machine with hand signals means standing on site where the operator can see you.",
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    "rationale": "Running road watering, oiling and surfacing equipment is physical machine operation on the road.",
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    "rationale": "Pushing another machine to give it extra traction is physical operation carried out on the ground.",
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      3
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    "rationale": "Logging how much material and machine time was used is straightforward record keeping that software already handles.",
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    "confidence": "high",
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    "rationale": "Driving a truck to move equipment between sites is physical work behind the wheel.",
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    "rationale": "Turning valves to control compressors and pumps is hands-on work at the equipment.",
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    "rationale": "Clearing debris or snow with equipment is physical work carried out on the road or site.",
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    "rationale": "Laying out and marking a real wall needs a person with a tape measure standing at the surface.",
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    "rationale": "Lifting board into place and fixing it to the frame is hands-and-body work.",
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    "rationale": "Stringing dry lines across a room to guide runners is a physical set-up step.",
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    "rationale": "Cutting openings in fitted panels happens on the wall with a saw in hand.",
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    "rationale": "Fitting metal framing and trim around openings is physical assembly at the building.",
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    "rationale": "Coordinating with the finishing crew is partly messaging and scheduling, but much of it happens face to face on site.",
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    "rationale": "Trimming board edges with a knife to make joints meet is manual craft.",
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    "rationale": "Cutting and screwing channels into floor and ceiling frames is physical construction.",
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    "rationale": "Fixing studs to frames so board can be attached is hands-on installation.",
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    "rationale": "Scribing and cutting tile to an uneven wall is a manual fitting skill.",
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    "rationale": "Fastening lath to the building frame is manual work with nails, screws or wire.",
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    "rationale": "Suspending grid ironwork from a ceiling with wire requires being up there doing it.",
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    "rationale": "Sealing the gap between ceiling tiles and walls is done by hand at the joint.",
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    "rationale": "Sticking or fixing tile to the framework is manual work at the surface.",
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    "rationale": "Fitting insulation between studs and tacking moisture barrier over it is hands-on.",
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    "rationale": "Mounting acoustic tile and sheeting on ceilings and walls is physical installation.",
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    "rationale": "Sealing wallboard joints ready for decorating is hands-on work at the wall.",
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    "rationale": "Working at ceiling height on stilts or scaffolding is physical presence at the job.",
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  {
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    "rationale": "Assembling, installing and maintaining wiring and fixtures with tools is manual work.",
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    "rationale": "Fault finding needs meters on live equipment, even though the reasoning behind it is well documented.",
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    "rationale": "Connecting wires into breakers and transformers is done by hand at the panel.",
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    "rationale": "Keeping a licence current is paperwork and training records, but the licence belongs to a qualified person.",
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    "rationale": "Layouts can be drafted from specifications and code books, though a qualified electrician signs off the design.",
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    "rationale": "Sanding and smoothing a surface is physical work.",
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      1
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    "rationale": "Polishing a finish to specification is done by hand.",
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      4,
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Sponging, ragging and faux finishes are skilled handwork on the wall.",
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    "modelId": "claude-opus-5",
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Waterproofing a building means applying materials by hand on site.",
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  {
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      4,
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cutting stencils and spraying lettering is physical work on the surface itself.",
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  {
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Smoothing paper onto a wall is done by hand with a brush or roller.",
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    "modelId": "claude-opus-5",
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      1
    ],
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    "rationale": "Trimming rough edges with a knife is bench handwork.",
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    "modelId": "claude-opus-5",
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      1
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    "rationale": "Cutting the paper at ceilings and baseboards is hand work on site.",
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    "modelId": "claude-opus-5",
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  {
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      3,
      0,
      0,
      2
    ],
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    "unstable": false,
    "rationale": "Checking seams and pattern match means standing at the wall and looking closely.",
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    "modelId": "claude-opus-5",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Snapping guidelines on a wall is done in the room with a plumb line.",
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      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Hanging wallpaper or fabric is skilled hands-on work that must be done at the wall.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
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  {
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    "d": [
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      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Pasting strips or soaking prepasted paper is hands-on preparation.",
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    "modelId": "claude-opus-5",
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      2
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    "rationale": "Measuring and cutting from the roll happens with the paper in hand.",
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      1
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    "rationale": "Placing strips and matching patterns on the wall is manual work.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Filling holes and cracks before papering is hand work on the surface.",
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    "modelId": "claude-opus-5",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Working out how much paper a room needs is arithmetic software does well, once walls are measured.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Applying sizing to the wall is physical preparation on site.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Sanding rough spots is hand work on the surface.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Putting up scaffolds and pasteboards is physical setup.",
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    "confidence": "high",
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    "rationale": "Stripping old paper with steam and scrapers is physical work.",
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    "modelId": "claude-opus-5",
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    "unstable": false,
    "rationale": "Brushing thinned glue onto porous walls is hands-on.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Mixing paste and brushing it onto surfaces is manual work at the job.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Putting posters onto fences or billboards means being there with a staple gun.",
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    "rationale": "Stripping paint, dirt and grease from surfaces is hand work.",
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    "rationale": "Treating damp plaster with acid is applied by hand on site.",
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    "rationale": "Checking slope means standing over the trench with a level, even though the answer is a number.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Backfilling over pipe is earth-moving work that has to happen at the trench.",
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    "rationale": "Joining and sealing pipe needs hands, heat and materials at the joint itself.",
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    "rationale": "Cutting pipe to length is a hands-on shop or trench task with no digital version.",
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    "rationale": "Installing and repairing sewer pipework is physical work.",
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    "rationale": "Someone must physically set up and sight the instruments, though the readings they give are information.",
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    "rationale": "Leveling a trench base means being in the trench with a tamper, which software cannot do.",
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    "rationale": "Software can draft a pipe route from drawings, but marking it out and agreeing it on site still needs people.",
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    "rationale": "Lining up heavy pipe for welding is manual positioning work at the trench.",
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    "rationale": "Cementing and nailing flashing over joints is hands-on roof work.",
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    "rationale": "Installing and repairing single-ply roofing systems is hands-on work.",
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    "rationale": "Cutting felt, shingles and flashing to fit angles is done by hand on site.",
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    "rationale": "Installing vapor barriers and insulation on flat roofs is physical work.",
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      3
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    "rationale": "Attaching overlapping roofing paper is physical work on the roof.",
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    "modelId": "claude-opus-5",
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      3
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    "rationale": "Drafting software helps turn plans into shop drawings, but a detailer still reworks much of it.",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting ducts, gutters and flashing into a building is hands-on installation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-47-2211",
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  {
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      0,
      3
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    "rationale": "Matching a material gauge to a written specification is a documented lookup task.",
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      2
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    "rationale": "Welding, riveting and bolting parts together is physical fabrication.",
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    "modelId": "claude-opus-5",
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      2
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    "rationale": "Cutting and shaping parts on site uses shears, hammers and drills.",
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    "modelId": "claude-opus-5",
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    "rationale": "Filing, grinding and buffing seams is hands-on finishing work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-47-2211",
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  {
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Finishing parts with saws and shears is hands-on cutting.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-2211",
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  {
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      0,
      0,
      2
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    "unstable": false,
    "rationale": "Repairing and modifying equipment is hands-on work with tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-2211",
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  {
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Hammering metal over a form is craft work done by hand.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-47-2211",
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  {
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      2
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    "rationale": "Moving fabricated parts to a building site is physical transport.",
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    "modelId": "claude-opus-5",
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  {
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      2,
      3
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    "rationale": "Job ads and training plans can be drafted, but showing an apprentice the work is hands-on.",
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    "modelId": "claude-opus-5",
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      2
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    "confidence": "high",
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    "rationale": "Making ductwork means cutting, bending and joining metal by hand and machine.",
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    "modelId": "claude-opus-5",
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      0,
      3
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    "unstable": false,
    "rationale": "Commissioning checks mean walking a building and testing its systems in place.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-47-2211",
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      1,
      0,
      3
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    "rationale": "Checking a system against written certification standards is a documented comparison task.",
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      3
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    "rationale": "Working out scope, sequence and materials from drawings is planning that software handles well.",
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    "modelId": "claude-opus-5",
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      2
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    "confidence": "high",
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    "rationale": "Scribing and marking lines onto metal panels is done by hand on the material.",
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      1
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    "modelId": "claude-opus-5",
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      2
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    "rationale": "Nailing or welding roof panel edges is physical work on the roof.",
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      3
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      2
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    "rationale": "Checking alignment means holding levels, lasers or plumb bobs against the steel that is actually in place.",
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    "rationale": "Bolting beams and columns together is hands-on work carried out on the structure, usually at height.",
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      1
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    "rationale": "Holding steel members in position and bolting them is physical work done on the frame itself.",
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    "rationale": "Riding or guiding a suspended steel member into place is about as physical as work gets.",
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      2
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    "rationale": "Fabricating frames, columns and beams means cutting and joining metal in a shop or on site.",
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    "rationale": "Pushing and prying steel into position is muscle work on the frame itself.",
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    "rationale": "Cutting, bending and welding steel is hands-on work with tools, heat and heavy material.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "confidence": "high",
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    "rationale": "Attaching steel members to hoist cables is done by hand at the lifting point.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Rigging cables, pulleys and hooks is physical assembly work at the lift.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      1
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    "rationale": "Forcing steel members into their final position takes physical force applied with bars, jacks and hand tools.",
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    "modelId": "claude-opus-5",
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      1
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    "confidence": "high",
    "unstable": false,
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    "modelId": "claude-opus-5",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Putting up scaffolding is physical work.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-47-3011",
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  },
  {
    "taskId": "us-47-3011-13599",
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      2
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    "rationale": "Finding the right materials and getting them to the mason is physical work on site.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-47-3011",
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  },
  {
    "taskId": "us-47-3011-13600",
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      4
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      4,
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      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Mixing mortar and grout is physical work on site.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-3011",
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  },
  {
    "taskId": "us-47-3011-13601",
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      4,
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      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Applying grout with a trowel is hand work.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-3011",
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  },
  {
    "taskId": "us-47-3011-13602",
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      4
    ],
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      4,
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      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Filling chips and cracks in brick and tile is careful hand work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  },
  {
    "taskId": "us-47-3011-13603",
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      3,
      0,
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      2
    ],
    "confidence": "medium",
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    "rationale": "Deciding to change an approach comes from what the material is doing under your hands on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
    "taskId": "us-47-3011-13604",
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      4,
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      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Helping install and repair tile, brick and stone is hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-3011",
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  },
  {
    "taskId": "us-47-3011-13605",
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      4
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    "d": [
      0,
      4,
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      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning surfaces, tools and work sites is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Carrying materials and machines to where they are needed is physical work.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-47-3011",
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  {
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      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Moving marble slabs with hoists and dollies is heavy physical work.",
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    "modelId": "claude-opus-5",
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  {
    "taskId": "us-47-3011-13608",
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      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Sponging excess grout off joints is done by hand at the tiles.",
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    "modelId": "claude-opus-5",
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  {
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Chipping out damaged tile and preparing surfaces is physical work with tools.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-47-3011",
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  {
    "taskId": "us-47-3011-13610",
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      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Storing and arranging materials and tools is physical work.",
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    "modelId": "claude-opus-5",
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  {
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      1
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    "confidence": "high",
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    "rationale": "Running a bead of caulk or sealant is hand work.",
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    "modelId": "claude-opus-5",
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  {
    "taskId": "us-47-3012-8267",
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      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Holding timber steady while it is cut or fixed is pure physical work.",
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    "modelId": "claude-opus-5",
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  {
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      2
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    "confidence": "high",
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    "rationale": "Putting up scaffolding and bracing is heavy physical assembly at the building.",
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    "modelId": "claude-opus-5",
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  {
    "taskId": "us-47-3012-8269",
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      2
    ],
    "confidence": "high",
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    "rationale": "Fetching and carrying tools and materials to the site is purely physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
    "taskId": "us-47-3012-8270",
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      2
    ],
    "confidence": "high",
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    "rationale": "Fastening timber with nails, screws or glue is hands-on work at the building itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-47-3012",
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  {
    "taskId": "us-47-3012-8271",
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      2
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    "confidence": "high",
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    "rationale": "Cleaning a job site means physically moving tools and debris, which software cannot do.",
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  {
    "taskId": "us-47-3012-8272",
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    "confidence": "high",
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    "rationale": "Holding sighting equipment steady in position is something only a person on site can do.",
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  {
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      2
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    "rationale": "Getting forms straight and level means adjusting them by hand on site.",
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  {
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    "rationale": "Sanding and smoothing surfaces requires hands and tools on the material.",
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  {
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    "rationale": "Marking, drilling and cutting to a layout has to happen on the actual timber.",
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    "rationale": "Securing stakes and working wet concrete is physical labor at the footing.",
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    "rationale": "Building forms and lifting them into position is hands-on construction work.",
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    "rationale": "Fitting handrails means physically installing them where they will be used.",
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    "rationale": "Gluing and clamping parts together is manual work on the actual pieces.",
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    "rationale": "Cutting and fitting insulation has to be done by hand in the building.",
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  {
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    "rationale": "Cutting flooring and spreading adhesive is manual work on the floor itself.",
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    "confidence": "high",
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    "rationale": "Applying laminate to surfaces is hands-on work on the actual item.",
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  {
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    "rationale": "Drilling holes in timber requires a person holding a drill against the wood.",
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  {
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    "rationale": "Cutting lumber to size is done by hand on the material itself.",
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    "modelId": "claude-opus-5",
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  {
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    "unstable": false,
    "rationale": "Finding a short circuit means putting a meter on the actual wiring.",
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    "scoredAt": "2026-08-04T17:40:00.000Z",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Measuring, cutting and bending wire and conduit is physical work with tools.",
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      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Looking after tools and vehicles and keeping stock in order is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-47-3013",
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  {
    "taskId": "us-47-3013-4835",
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      4
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    "d": [
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      4,
      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Drilling holes and pulling wiring through them is physical work.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-47-3013",
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  {
    "taskId": "us-47-3013-4836",
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      4
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    "d": [
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      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "General laboring on electrical installations is physical work by definition.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-47-3013",
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  {
    "taskId": "us-47-3013-4837",
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    "d": [
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Taking equipment apart, replacing parts and rebuilding it is physical work.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-47-3013",
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  {
    "taskId": "us-47-3013-4838",
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      4
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      0,
      4,
      0,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Moving tools, materials and supplies to site is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-47-3013",
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  {
    "taskId": "us-47-3013-4839",
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      4
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      1,
      4,
      0,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Checking for loose connections and tightening them needs hands on the equipment.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-3013",
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  {
    "taskId": "us-47-3013-4840",
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      4,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Stripping wire and fixing it to terminals is hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
    "taskId": "us-47-3013-4841",
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      4,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Threading conduit and fixing support brackets is hands-on work with tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
    "taskId": "us-47-3013-4842",
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      4,
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      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Drilling, cutting and building control panels is manual workshop work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
    "taskId": "us-47-3013-4843",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Pulling cable through ducts and up towers is physical work.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-47-3013",
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  {
    "taskId": "us-47-3013-4844",
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    "d": [
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning the work area and washing parts is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-47-3013",
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  {
    "taskId": "us-47-3013-4845",
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      4,
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Putting up components, barricades and scaffolds is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
    "taskId": "us-47-3013-4846",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Driving ground rods in with a post driver is physical work.",
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    "modelId": "claude-opus-5",
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  {
    "taskId": "us-47-3013-4847",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Lifting and positioning equipment with hoists and tackle is physical work.",
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    "modelId": "claude-opus-5",
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  {
    "taskId": "us-47-3013-4848",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Digging trenches and holes is physical work.",
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    "modelId": "claude-opus-5",
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  {
    "taskId": "us-47-3013-4849",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Filling in a materials requisition form is routine paperwork that ordering systems already handle.",
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Bolting tower sections together is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
    "taskId": "us-47-3013-4851",
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Painting equipment and fittings is physical work.",
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    "modelId": "claude-opus-5",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cutting and welding metal is physical work with hot tools.",
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    "modelId": "claude-opus-5",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Breaking up concrete with an airhammer is physical work.",
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  {
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    "confidence": "high",
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    "rationale": "Soldering connections needs a steady hand on the iron.",
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  {
    "taskId": "us-47-3013-4855",
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    "confidence": "high",
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    "rationale": "Trimming trees and clearing undergrowth is physical work.",
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  {
    "taskId": "us-47-3013-23977",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Operating a backhoe means sitting in the machine and working the controls.",
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  {
    "taskId": "us-47-3014-13612",
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      1
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    "rationale": "Cleaning work areas and equipment is physical work.",
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    "rationale": "Assisting a tradesperson means being on the job with them, carrying and holding things.",
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    "confidence": "high",
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    "rationale": "Taping and sheeting up surfaces before work starts is done by hand.",
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    "rationale": "Putting up scaffolding is heavy physical work on site.",
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    "rationale": "Filling cracks with putty or epoxy is hands-on repair work.",
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      1
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    "rationale": "Fetching and holding tools and materials is purely physical support.",
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    "rationale": "Sanding and buffing surfaces smooth is done by hand with tools.",
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    "rationale": "Mixing plaster and carrying it to the plasterer is physical labor.",
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    "rationale": "Lifting items into stripping tanks is physical handling.",
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    "rationale": "Taking items out of stripping tanks at the right time means being there to do it.",
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    "modelId": "claude-opus-5",
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    "taskId": "us-47-3014-13622",
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      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Pouring chemical solutions into tanks is physical work with materials.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-3014",
    "occupationId": null
  },
  {
    "taskId": "us-47-3015-4857",
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      0,
      4
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    "d": [
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Drilling through walls and floors for pipe runs is physical work on the building.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-3015",
    "occupationId": null
  },
  {
    "taskId": "us-47-3015-4858",
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    "band": "minimal",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Measuring, cutting, threading and hanging pipe is hands-on work at the job.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-3015",
    "occupationId": null
  },
  {
    "taskId": "us-47-3015-4859",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Mounting brackets and hangers on walls and ceilings is installation work by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-3015",
    "occupationId": null
  },
  {
    "taskId": "us-47-3015-4860",
    "score": 38,
    "band": "low",
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      31,
      45
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    "d": [
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      2,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Ordering tools and choosing pipe sizes is documented office work, but collecting and hauling materials is physical.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-3015",
    "occupationId": null
  },
  {
    "taskId": "us-47-3015-4861",
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    "band": "minimal",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting valves and couplings to tanks and pumps is hand-tool work on the equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-47-3015-4862",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Helping lay out and install piping systems means working alongside the fitter on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-3015",
    "occupationId": null
  },
  {
    "taskId": "us-47-3015-4863",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Digging, grading and joining pipe for water and sewer runs is heavy groundwork.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-3015",
    "occupationId": null
  },
  {
    "taskId": "us-47-3015-4864",
    "score": 0,
    "band": "minimal",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cutting pipe and passing it up to fitters is manual site work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-3015",
    "occupationId": null
  },
  {
    "taskId": "us-47-3015-4865",
    "score": 0,
    "band": "minimal",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Taking out damaged or worn pipe is physical removal on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-3015",
    "occupationId": null
  },
  {
    "taskId": "us-47-3015-4866",
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    "band": "minimal",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning the shop, work area and machines is manual work in the space itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-3015",
    "occupationId": null
  },
  {
    "taskId": "us-47-3015-4867",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Installing gas burners to convert a furnace is hands-on equipment work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-3015",
    "occupationId": null
  },
  {
    "taskId": "us-47-3015-4868",
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    "band": "minimal",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Dipping pipe in a cleaning bath is physical handling work in the workshop.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-47-3015-4869",
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    "band": "minimal",
    "range": [
      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning and replacing steam traps is hands-on work on the pipework.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-47-3015-4870",
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    "band": "minimal",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Packing pipes and holding them steady during bending is physical work needing hands on the pipe.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-3015",
    "occupationId": null
  },
  {
    "taskId": "us-47-3015-20144",
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    "band": "minimal",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Roughing in, swapping fixtures and fixing broken pipes is hands-and-tools plumbing work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-3015",
    "occupationId": null
  },
  {
    "taskId": "us-47-3016-14926",
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    "band": "minimal",
    "range": [
      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Confirming a finished roof is watertight means getting up on it and checking.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-3016",
    "occupationId": null
  },
  {
    "taskId": "us-47-3016-14927",
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    "band": "minimal",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Sweeping a roof clean before recovering it is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-47-3016-14928",
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    "band": "minimal",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Finding worn or torn spots means being on the roof looking closely.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-3016",
    "occupationId": null
  },
  {
    "taskId": "us-47-3016-14929",
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    "band": "minimal",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning work areas and equipment is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:46:47.259Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-47-3016-14930",
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    "band": "minimal",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Maintaining tools and equipment is hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-3016",
    "occupationId": null
  },
  {
    "taskId": "us-47-3016-14931",
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    "band": "minimal",
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      0,
      4
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    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Laying felt or asphalt layers across a roof is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-3016",
    "occupationId": null
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  {
    "taskId": "us-47-3016-14932",
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    "band": "minimal",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Stripping old roofing off is heavy physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-3016",
    "occupationId": null
  },
  {
    "taskId": "us-47-3016-14933",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Unloading materials from the truck and unrolling roofing is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-3016",
    "occupationId": null
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  {
    "taskId": "us-47-3016-14934",
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      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Setting ladders, scaffolds and hoists is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-3016",
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  {
    "taskId": "us-47-3016-14935",
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      4
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      4,
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      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Placing tiles and nailing them down is hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-3016",
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  {
    "taskId": "us-47-3016-14936",
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      4
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    "d": [
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Assisting a roofer as they install or repair means working beside them on the roof.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-3016",
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  {
    "taskId": "us-47-3016-14937",
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      4,
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      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Nailing on roofing paper and shingles is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-47-3016",
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  {
    "taskId": "us-47-3016-14938",
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Emergency leak repairs are done on the roof with materials in hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-3016",
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  {
    "taskId": "us-47-3016-14939",
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      4
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      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fixing metal sheets to roof boards is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-3016",
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  {
    "taskId": "us-47-3016-14940",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Hoisting or carrying tar and materials up to the roof is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-3016",
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  {
    "taskId": "us-47-3016-14941",
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      4
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Spreading shingles, gravel or asphalt over tar is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-3016",
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  {
    "taskId": "us-47-3016-14942",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Chopping and heating tar is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-3016",
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  {
    "taskId": "us-47-3016-14943",
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Clearing drains, downspouts and gutters is hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-3016",
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  {
    "taskId": "us-47-4011-869",
    "score": 9,
    "band": "minimal",
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    "d": [
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    "rationale": "Flagging traffic means standing on the roadside where drivers can see you.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-4051",
    "occupationId": null
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  {
    "taskId": "us-47-4051-4872",
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      0,
      4
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      4,
      0,
      1,
      2
    ],
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    "unstable": false,
    "rationale": "Putting out signs and cones means carrying and placing them on the road.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-4051",
    "occupationId": null
  },
  {
    "taskId": "us-47-4051-4874",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Laying and tamping asphalt is done by hand with equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-4051",
    "occupationId": null
  },
  {
    "taskId": "us-47-4051-4875",
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      0,
      4
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    "d": [
      0,
      4,
      1,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Driving crews and equipment to site is physical work behind the wheel.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-4051",
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  },
  {
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking and repairing drains, bridges and tunnels means being at the structure with tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-4051",
    "occupationId": null
  },
  {
    "taskId": "us-47-4051-4877",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Hauling and spreading sand and gravel is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-4051",
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  },
  {
    "taskId": "us-47-4051-4878",
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      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting guardrails, markers and lighting is done with tools on the roadside.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-4051",
    "occupationId": null
  },
  {
    "taskId": "us-47-4051-4879",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Clearing litter and slide debris from the road is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-4051",
    "occupationId": null
  },
  {
    "taskId": "us-47-4051-4880",
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    "band": "minimal",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Clearing drains and culverts is physical outdoor work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-4051",
    "occupationId": null
  },
  {
    "taskId": "us-47-4051-4881",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Clearing brush and planting or trimming trees is physical outdoor work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-4051",
    "occupationId": null
  },
  {
    "taskId": "us-47-4051-4882",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Painting road lines and markings is done on the road surface itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-4051",
    "occupationId": null
  },
  {
    "taskId": "us-47-4051-4883",
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      6,
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    "d": [
      2,
      3,
      0,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking a marker is correctly installed is mostly about being there to look, with only a short note to write.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-4051",
    "occupationId": null
  },
  {
    "taskId": "us-47-4051-4884",
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      4
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    "d": [
      0,
      4,
      1,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Applying poisons along the roadside means handling and spreading them on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-4051",
    "occupationId": null
  },
  {
    "taskId": "us-47-4051-4885",
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Measuring and chalking positions on the road is done by hand at the spot.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "d": [
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      4,
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Spraying oil onto a road surface is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-4051",
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  },
  {
    "taskId": "us-47-4051-4887",
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    "d": [
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      4,
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      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Mixing adhesive compounds is done by hand at the work site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-4051",
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  {
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Putting up and taking down snow fencing is physical outdoor work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-47-4051",
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Servicing trucks and heavy equipment is hands-on mechanical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-4051",
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  {
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Operating sweepers, mowers and gritters means driving the machines.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-4051",
    "occupationId": null
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  {
    "taskId": "us-47-4061-13643",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Patrolling a stretch of track to spot broken rail means physically covering the ground and looking at it.",
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    "modelId": "claude-opus-5",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Clearing ice, snow or debris from track and switch boxes is physical outdoor work.",
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    "modelId": "claude-opus-5",
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  {
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      2
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    "confidence": "high",
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    "rationale": "Repairing or adjusting a track switch means turning wrenches on the switch itself.",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Greasing machines and topping up oil and hydraulic fluid is hands-on maintenance.",
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    "modelId": "claude-opus-5",
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  {
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      2
    ],
    "confidence": "high",
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    "rationale": "Grinding worn switch points back into shape means holding a grinder against the metal.",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-4061",
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  {
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      2
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    "rationale": "Cutting rail to length means running a saw against the steel.",
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      2
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    "confidence": "high",
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    "rationale": "Jacking rails up so ties can be swapped is physical work at the track.",
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      1
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    "confidence": "high",
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    "rationale": "Drilling through rail and tie plates means holding a power drill against the steel.",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Grinding rail ends smooth means working a grinder on the joint itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      2
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    "rationale": "Tightening or loosening rail joint bolts means putting a wrench on the bolt.",
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  {
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      2
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    "confidence": "high",
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    "rationale": "Watching the leveling arms to check alignment means being at the machine while it works.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-47-4061",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Driving spikes into ties requires operating the machine out on the track.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Setting track-laying mechanisms to gauge is done by an operative at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
    "taskId": "us-47-4061-13657",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning and making small repairs to machinery is hands-on work with tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      2
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    "rationale": "Spraying oil onto ties and joints to protect them is hands-on outdoor work.",
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    "rationale": "Measuring a dig site and marking the ground means being on site with tools.",
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    "rationale": "Ordering tools and equipment is routine purchasing paperwork that software can prepare and track.",
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    "rationale": "Tapping a mainline sewer to fit a saddle is hands-on work.",
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    "rationale": "The explanation can be written for you, but householders take it in when a person talks them through it.",
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    "rationale": "Moving and setting up a truck-mounted derrick on site is physical work.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:39:01.278Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5012",
    "occupationId": null
  },
  {
    "taskId": "us-47-5012-8315",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Plugging wells and restoring the site is physical work in the field.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:39:01.278Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5012",
    "occupationId": null
  },
  {
    "taskId": "us-47-5013-7074",
    "score": 21,
    "band": "low",
    "range": [
      14,
      28
    ],
    "d": [
      2,
      2,
      0,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Much of this is asking colleagues what is down the hole, which relies on people who were there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:12:22.429Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5013",
    "occupationId": null
  },
  {
    "taskId": "us-47-5013-7075",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Driving the service truck to a well site is physical work behind the wheel.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:12:22.429Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5013",
    "occupationId": null
  },
  {
    "taskId": "us-47-5013-7076",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting pressure control gear onto a wellhead is heavy physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:12:22.429Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5013",
    "occupationId": null
  },
  {
    "taskId": "us-47-5013-7077",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Threading cable through derrick pulleys is done by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:12:22.429Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5013",
    "occupationId": null
  },
  {
    "taskId": "us-47-5013-7078",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Running the pumps that clear a well is hands-on operation at the site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:12:22.429Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5013",
    "occupationId": null
  },
  {
    "taskId": "us-47-5013-7079",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      1,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Sealing a well that is no longer used is physical site work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:12:22.429Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5013",
    "occupationId": null
  },
  {
    "taskId": "us-47-5013-7080",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Raising a derrick or leveling a rig is done with hands on the controls at the well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:12:22.429Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5013",
    "occupationId": null
  },
  {
    "taskId": "us-47-5013-7081",
    "score": 4,
    "band": "minimal",
    "range": [
      0,
      8
    ],
    "d": [
      1,
      3,
      0,
      2,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Directing a crew on the rig floor means being there and being trusted by the people doing the lifting.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:12:22.429Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5013",
    "occupationId": null
  },
  {
    "taskId": "us-47-5013-7082",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      2,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Setting explosive charges in a well is licensed physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:12:22.429Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5013",
    "occupationId": null
  },
  {
    "taskId": "us-47-5013-7083",
    "score": 69,
    "band": "high",
    "range": [
      65,
      73
    ],
    "d": [
      4,
      1,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Service and time reports are routine paperwork that software can fill in from job records.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:12:22.429Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5013",
    "occupationId": null
  },
  {
    "taskId": "us-47-5013-7084",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      1,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cutting or severing pipe with chemicals or explosives is physical work down the hole.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:12:22.429Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5013",
    "occupationId": null
  },
  {
    "taskId": "us-47-5013-7085",
    "score": 25,
    "band": "low",
    "range": [
      18,
      32
    ],
    "d": [
      2,
      2,
      0,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Tool choice follows service manuals, but the decisive clues come from what the crew sees and feels at the well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:12:22.429Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5013",
    "occupationId": null
  },
  {
    "taskId": "us-47-5013-7086",
    "score": 25,
    "band": "low",
    "range": [
      18,
      32
    ],
    "d": [
      2,
      2,
      0,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Diagnosing a struggling well uses documented methods, but the useful evidence is gathered at the well itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:12:22.429Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5013",
    "occupationId": null
  },
  {
    "taskId": "us-47-5013-7087",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Lowering instruments into an obstructed well is hands-on rig work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:12:22.429Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5013",
    "occupationId": null
  },
  {
    "taskId": "us-47-5013-7088",
    "score": 34,
    "band": "low",
    "range": [
      27,
      41
    ],
    "d": [
      3,
      2,
      0,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Reading instrument traces to judge depth is data interpretation, though the gauges are read at the well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:12:22.429Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5013",
    "occupationId": null
  },
  {
    "taskId": "us-47-5013-7089",
    "score": 13,
    "band": "minimal",
    "range": [
      6,
      20
    ],
    "d": [
      2,
      3,
      0,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Monitoring sound equipment for fluid levels means operating instruments at the wellhead.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:12:22.429Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5013",
    "occupationId": null
  },
  {
    "taskId": "us-47-5013-19874",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      1,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Applying these drilling and lift techniques is equipment work at the well site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:12:22.429Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5013",
    "occupationId": null
  },
  {
    "taskId": "us-47-5013-20451",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      1,
      4,
      1,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Safety checks on rigs and tools mean physically handling the equipment on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:12:22.429Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5013",
    "occupationId": null
  },
  {
    "taskId": "us-47-5013-20452",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      1,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Hearing a fault in an engine or chain means standing next to it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:12:22.429Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5013",
    "occupationId": null
  },
  {
    "taskId": "us-47-5022-12777",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Working the levers and pedals of a digging machine is physical operation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:54.124Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5022",
    "occupationId": null
  },
  {
    "taskId": "us-47-5022-12778",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Walking round the machine and checking it before a shift is hands-on.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:54.124Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5022",
    "occupationId": null
  },
  {
    "taskId": "us-47-5022-12779",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Watching for signals and stakes while operating the machine means sitting in the cab.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:54.124Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5022",
    "occupationId": null
  },
  {
    "taskId": "us-47-5022-12780",
    "score": 43,
    "band": "partial",
    "range": [
      36,
      50
    ],
    "d": [
      2,
      1,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "The digging plan and machine limits are written down and easy to summarize, but the operator has to hold them in mind while working.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:54.124Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5022",
    "occupationId": null
  },
  {
    "taskId": "us-47-5022-12781",
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    "band": "minimal",
    "range": [
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      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Backfilling and breaking rock is machine work done on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:54.124Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5022",
    "occupationId": null
  },
  {
    "taskId": "us-47-5022-12783",
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    "band": "minimal",
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      4
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    "d": [
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      4,
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      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Greasing, adjusting and replacing machine parts requires hands and tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5022",
    "occupationId": null
  },
  {
    "taskId": "us-47-5022-12784",
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    "band": "minimal",
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      4
    ],
    "d": [
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      4,
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      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Moving material around a site is physical machine work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:54.124Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5022",
    "occupationId": null
  },
  {
    "taskId": "us-47-5022-12785",
    "score": 14,
    "band": "minimal",
    "range": [
      7,
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    "d": [
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The calculations are simple, but the levels have to be measured out on the ground.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:54.124Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5022",
    "occupationId": null
  },
  {
    "taskId": "us-47-5022-12786",
    "score": 24,
    "band": "low",
    "range": [
      17,
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    ],
    "d": [
      2,
      2,
      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Written instructions are easy to process, but spoken briefings on a noisy site go to the person in the cab.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:54.124Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5022",
    "occupationId": null
  },
  {
    "taskId": "us-47-5022-12787",
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    "band": "minimal",
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      4
    ],
    "d": [
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      4,
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Setting the dig face angle is done from the cab as the ground changes.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5022",
    "occupationId": null
  },
  {
    "taskId": "us-47-5022-12788",
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    "band": "minimal",
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      4
    ],
    "d": [
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Driving the machine to where it is needed is physical operation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:54.124Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5022",
    "occupationId": null
  },
  {
    "taskId": "us-47-5022-12789",
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    "band": "minimal",
    "range": [
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      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Shoveling and finishing ground by hand is manual labor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:54.124Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5022",
    "occupationId": null
  },
  {
    "taskId": "us-47-5022-12790",
    "score": 7,
    "band": "minimal",
    "range": [
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      14
    ],
    "d": [
      1,
      3,
      0,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Directing ground workers around a moving machine depends on being there to see them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:54.124Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5022",
    "occupationId": null
  },
  {
    "taskId": "us-47-5022-12791",
    "score": 7,
    "band": "minimal",
    "range": [
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      3,
      0,
      1,
      2
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    "unstable": false,
    "rationale": "Cutting and maintaining ramps is done with the machine on the ground.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      4,
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      1
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    "unstable": false,
    "rationale": "Clearing slides and mud from a pit is heavy physical work.",
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    "modelId": "claude-opus-5",
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      2
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    "rationale": "Adjusting air pressure and drill speed for the rock underneath means working the rig controls as it cuts.",
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    "modelId": "claude-opus-5",
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      2
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    "rationale": "Checking that a bore is at the right depth and angle means taking measurements at the hole itself.",
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      2
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    "rationale": "Starting, stopping and setting drilling speed and casings is hands-on rig operation.",
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    "modelId": "claude-opus-5",
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  {
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      2
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    "unstable": false,
    "rationale": "Software can suggest a drill from soil records, but the deciding clues often come from what the driller sees on site.",
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      2
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    "rationale": "Working the controls that steady the rig and line up the drill means sitting at the machine.",
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    "confidence": "high",
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    "rationale": "Choosing and physically fitting drill bits and rods as the hole deepens is hands-on work.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Boring holes in rock for blasting or foundations is hands-on rig work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Running the machine to flush cuttings or blow dust out of the hole is hands-on operation.",
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    "rationale": "Driving the rig into position, leveling it and extending the derrick is physical machine work.",
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    "rationale": "Replacing parts, building up bits and greasing machinery is hands-on maintenance.",
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    "unstable": false,
    "rationale": "Driving trucks and rigs to and from work sites means a person behind the wheel.",
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      3
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fishing lost equipment out of a bore hole is hands-on work with retrieval tools.",
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      2
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    "confidence": "high",
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    "rationale": "Assembling and positioning augers, casing pipes and machinery is heavy hands-on work.",
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    "modelId": "claude-opus-5",
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    "rationale": "Pouring or pumping water into a well is physical work at the rig.",
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    "rationale": "Operating a water-well rig to drill or bore is machine work at the site.",
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    "rationale": "Writing up the ground conditions is straightforward, but seeing them means being at the face.",
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    "rationale": "Pulling drill rods and taking out core samples is heavy hands-on work.",
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    "rationale": "Reviewing what a client needs and pricing the job is desk work software drafts quickly from site details and rates.",
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    "rationale": "Signalling a crane operator means standing where both of you can see each other.",
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    "rationale": "Software can help classify strata from photographs, but handling and inspecting the actual core happens at the rig.",
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    "rationale": "Making up well casings is physical fabrication work.",
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      3
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    "rationale": "Blast patterns follow published calculations software can lay out, but a licensed blaster has to be behind the design.",
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    "taskId": "us-47-5032-9904",
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      2
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    "rationale": "Sizing a charge draws on published tables, but the licensed blaster must read the actual rock face on site.",
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    "rationale": "Tying fuse patterns by hand is physical work with live explosives.",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5032",
    "occupationId": null
  },
  {
    "taskId": "us-47-5032-9906",
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    "band": "minimal",
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      4
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      4,
      1,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Setting out cones and clearing people from a blast site is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5032",
    "occupationId": null
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  {
    "taskId": "us-47-5032-9907",
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    "band": "minimal",
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      4
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      4,
      4,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Placing and firing explosives is a physical act only a licensed blaster may perform.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:51:00.242Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5032",
    "occupationId": null
  },
  {
    "taskId": "us-47-5032-9908",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
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    "d": [
      0,
      4,
      3,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Loading explosives into holes and tamping them is hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:51:00.242Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5032",
    "occupationId": null
  },
  {
    "taskId": "us-47-5032-9909",
    "score": 9,
    "band": "minimal",
    "range": [
      2,
      16
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    "d": [
      2,
      3,
      2,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can produce the pattern, but marking it on the ground happens at the rock face.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:51:00.242Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5032",
    "occupationId": null
  },
  {
    "taskId": "us-47-5032-9910",
    "score": 69,
    "band": "high",
    "range": [
      65,
      73
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    "d": [
      4,
      0,
      2,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Explosives records follow strict, well-documented federal formats, which is exactly what software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5032",
    "occupationId": null
  },
  {
    "taskId": "us-47-5032-9911",
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    "band": "minimal",
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      4
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    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Measuring blast hole depths is done on site with a tape.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:51:00.242Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-47-5032-9912",
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    "band": "minimal",
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      4
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    "d": [
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      4,
      3,
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Wiring primers and backfilling holes is hands-on work with live charges.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:51:00.242Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5032",
    "occupationId": null
  },
  {
    "taskId": "us-47-5032-9913",
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    "band": "minimal",
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      4
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    "d": [
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      4,
      3,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Laying and tying primacord across a blast pattern is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:51:00.242Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5032",
    "occupationId": null
  },
  {
    "taskId": "us-47-5032-9914",
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      4,
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Positioning explosives and caps at depth is hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:51:00.242Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5032",
    "occupationId": null
  },
  {
    "taskId": "us-47-5032-9915",
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      4
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      4,
      2,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Confirming a blast fired means being at the site to see and hear it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:51:00.242Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5032",
    "occupationId": null
  },
  {
    "taskId": "us-47-5032-9916",
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    "band": "minimal",
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    "d": [
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      3,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Moving and storing explosives is physical handling under strict rules.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:51:00.242Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5032",
    "occupationId": null
  },
  {
    "taskId": "us-47-5032-9917",
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      4
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    "d": [
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      4,
      4,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Firing the shot is the licensed blaster’s own physical act.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:51:00.242Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5032",
    "occupationId": null
  },
  {
    "taskId": "us-47-5032-9918",
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    "d": [
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      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Driving explosives to site is physical work behind the wheel.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:51:00.242Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5032",
    "occupationId": null
  },
  {
    "taskId": "us-47-5032-9919",
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    "d": [
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      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cutting cord and fitting primers is handwork with live components.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5032",
    "occupationId": null
  },
  {
    "taskId": "us-47-5032-9920",
    "score": 52,
    "band": "partial",
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      45,
      59
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    "d": [
      4,
      1,
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      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Tracking stock and reordering is routine ordering work software already does, with licensing rules on what may be bought.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5032",
    "occupationId": null
  },
  {
    "taskId": "us-47-5032-9922",
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    "d": [
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      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Repairing equipment and wiring is hands-on work with tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:51:00.242Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5032",
    "occupationId": null
  },
  {
    "taskId": "us-47-5032-9923",
    "score": 9,
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      2,
      16
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    "d": [
      2,
      3,
      1,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Setting up and working a field radio at a blast site means being there with the kit.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:51:00.242Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5032",
    "occupationId": null
  },
  {
    "taskId": "us-47-5032-9924",
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    ],
    "d": [
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      3,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Loading charges into perforating guns is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:51:00.242Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5032",
    "occupationId": null
  },
  {
    "taskId": "us-47-5032-9925",
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      4
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      4,
      1,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning, gauging and greasing gun ports is bench work by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:51:00.242Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5032",
    "occupationId": null
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  {
    "taskId": "us-47-5032-9927",
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      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Lowering guns down a well and positioning them is physical rig work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:51:00.242Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5032",
    "occupationId": null
  },
  {
    "taskId": "us-47-5032-23490",
    "score": 35,
    "band": "low",
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    "d": [
      3,
      1,
      3,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Blast patterns follow published calculations software can lay out, but a licensed blaster has to be behind the design.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:40:00.000Z",
    "keyingScheme": "text-only",
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    "occupationId": null
  },
  {
    "taskId": "us-47-5032-23491",
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    "band": "low",
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      29
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      2,
      1,
      0,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Writing up the ground conditions is straightforward, but seeing them means being at the face.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
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  {
    "taskId": "us-47-5032-23492",
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      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Running the machine to flush cuttings or blow dust out of the hole is hands-on operation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "occupationId": null
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  {
    "taskId": "us-47-5032-23493",
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      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Setting up and running hoists, jackhammers and drills is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5032",
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  {
    "taskId": "us-47-5032-23494",
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Signalling a crane operator means standing where both of you can see each other.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "us-47-5041-14956",
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Running a mining machine at the coal face is physical work underground.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:37:43.407Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5041",
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  {
    "taskId": "us-47-5041-14957",
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Cut plans can be worked out from mine surveys, but the final call is made at the face by the operator.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5041",
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  {
    "taskId": "us-47-5041-14958",
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      1
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    "unstable": false,
    "rationale": "Repositioning the machine for the next cut is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5041",
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  {
    "taskId": "us-47-5041-14959",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Driving the machine into position is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:37:43.407Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5041",
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  {
    "taskId": "us-47-5041-14960",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Working the levers that start and steer cutters and conveyors is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5041",
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  {
    "taskId": "us-47-5041-14961",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Hearing and feeling when a machine binds up only works from the seat of the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5041",
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  {
    "taskId": "us-47-5041-14962",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Oiling machines and changing cutting teeth is hands-on work with wrenches.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5041",
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  {
    "taskId": "us-47-5041-14963",
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      1
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    "unstable": false,
    "rationale": "Raising and lowering hydraulic safety bars is done by hand at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5041",
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  {
    "taskId": "us-47-5041-14964",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Installing casings to stop cave-ins is physical construction work underground.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      4
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      1
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      1,
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      2
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    "confidence": "low",
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    "rationale": "Reading up on cleaner methods is easy, but putting them to work happens underground with the equipment.",
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  {
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      4
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      4,
      0,
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Scraping and washing conveyors is physical work.",
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    "modelId": "claude-opus-5",
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  {
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      4
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Hanging ventilation tubing and curtains underground is physical work.",
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  {
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      4
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      4,
      3,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Gas checks are made with a detector at the working place underground, which has to be done in person.",
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    "modelId": "claude-opus-5",
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  {
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      4
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    "d": [
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      4,
      2,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Judging whether a roof is safe means being underground looking at and sounding it.",
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    "modelId": "claude-opus-5",
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  {
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      4
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      4,
      0,
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Drilling holes into a mine roof is done underground at the machine.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      4
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      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Setting bolts with a hydraulic machine is physical work underground.",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5043",
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  {
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      4
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Swapping drill bits and loading bolts is done with hands at the machine.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5043",
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  {
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      4
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      4,
      0,
      0,
      1
    ],
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    "rationale": "Setting safety jacks under a mine roof is heavy physical work.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      4
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      4,
      0,
      0,
      2
    ],
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    "unstable": false,
    "rationale": "Positioning the bolting machine and fitting drill bits is hands-on work.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5043",
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  {
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      4
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Turning chucks to open expansion heads is done at the machine.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-47-5043",
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  {
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      4
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Tightening turnbuckles on truss bolts is manual work at the roof.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5043",
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  {
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      4,
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Barring down loose rock has to be done by a person at the face.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5043",
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  {
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      4,
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      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Safety checks on equipment are done by hand before it is used.",
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    "modelId": "claude-opus-5",
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      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "A gas test only counts where the crew is working, with a detector in hand.",
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    "modelId": "claude-opus-5",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Hanging ventilation curtains and tubes is done by hand in the mine.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-47-5043",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Dusting rock after bolting is a physical job at the working face.",
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    "modelId": "claude-opus-5",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Installing bolts across a whole ceiling span is hands-on underground work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-47-5043",
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  {
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      0,
      0,
      3
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    "rationale": "Checking bolt tension with a torque wrench needs a person at each bolt.",
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  {
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      0,
      1
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    "confidence": "high",
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    "rationale": "Prying loose material off the roof with a crowbar is physical work.",
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    "modelId": "claude-opus-5",
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  {
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Moving heavy trailing cables clear of obstructions is physical work.",
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    "scoredUnderOccupationId": "us-soc-47-5044",
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      1
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    "confidence": "high",
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    "rationale": "Driving a machine into a blasted pile is done from the operator’s seat.",
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      2
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    "confidence": "high",
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    "rationale": "Working the levers that swing booms and shovels is machine operation.",
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      1
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    "rationale": "Cleaning hoppers and clearing spillage is physical work.",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Oiling and adjusting conveyors and crushers is hands-on work.",
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  {
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      2
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    "unstable": false,
    "rationale": "Replacing hoses, bulbs and gathering-arm teeth is hands-on repair work.",
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    "modelId": "claude-opus-5",
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  {
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      2
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    "rationale": "Stopping the gathering arms when a car fills is machine operation.",
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      4,
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      0,
      1
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    "unstable": false,
    "rationale": "Advancing the machine to gather material is machine operation.",
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  {
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Signaling workers to move loaded cars happens face to face underground.",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Noting car numbers, tonnages and material grades is straightforward record keeping that software handles well.",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning, fueling, servicing and repairing mining equipment is hands-on work.",
    "promptVersion": "task_scoring_v1.0",
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  {
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      2
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    "confidence": "high",
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    "rationale": "Running the car’s conveyor to spread the load is done at the controls underground.",
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      2
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    "confidence": "high",
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    "rationale": "Telling other workers where to place blocks, anchors and cables happens on the spot underground.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "us-47-5044-23498",
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      4
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Driving a loaded shuttle car and discharging it is done from the machine.",
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    "modelId": "claude-opus-5",
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  {
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      0,
      4
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      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Examining the roadway and clearing what is in the way is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      0,
      4
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      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Guiding and braking cars, and wedging wheels, is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5044",
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  {
    "taskId": "us-47-5044-23501",
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      4
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      4,
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      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Handling high voltage sources and hanging cables underground is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5044",
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  {
    "taskId": "us-47-5044-23502",
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      71,
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      0,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping records of what has been moved is ordinary data work software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5044",
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  {
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    "d": [
      2,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Weighing or gauging excavated material to avoid overloads is largely instrument reading, though someone must be there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5044",
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  {
    "taskId": "us-47-5044-23504",
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      6,
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    "d": [
      2,
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      0,
      0,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking that loads meet specification is a judgment call, but it is made underground at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5044",
    "occupationId": null
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  {
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    "d": [
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      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Levering mine cars into loading position is physical work.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5044",
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  {
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Watching for hand signals and markings while operating a machine happens in the seat.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5044",
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  {
    "taskId": "us-47-5044-23508",
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Riding or pushing cars down slopes and controlling drum brakes is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5044",
    "occupationId": null
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  {
    "taskId": "us-47-5044-23509",
    "score": 37,
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      2,
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      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reading instructions and checking schedules with a supervisor is mostly information handling, though the conversation stays useful.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-47-5044",
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  {
    "taskId": "us-47-5051-14966",
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    "d": [
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      0,
      1
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reading how a stone will split comes from looking closely at the rock in front of you, knowledge rarely written down.",
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    "modelId": "claude-opus-5",
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  {
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Breaking stone from a mass with jackhammers and wedges is heavy physical work.",
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    "modelId": "claude-opus-5",
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  {
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Driving wedges with a sledgehammer to split stone is pure physical effort.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      0,
      0,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can work out the dimensions, but marking them onto the stone is done by hand at the quarry.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5051",
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  {
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    "d": [
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      4,
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cutting stone slabs into sheets is machine work done by hand at the saw.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5051",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Setting explosive charges in rock is skilled physical work at the face.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-47-5051",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Drilling holes with a jackhammer is heavy handwork.",
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    "modelId": "claude-opus-5",
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      1
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    "rationale": "Drilling, rigging and guiding stone removal is physical work at the quarry face.",
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    "rationale": "Cutting grooves with chisels is handwork on the stone itself.",
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    "scoredUnderOccupationId": "us-soc-47-5051",
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  {
    "taskId": "us-47-5071-7111",
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    "unstable": false,
    "rationale": "Bailing spilled oil into barrels is manual clean-up at the spill.",
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  {
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      2
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    "rationale": "Making up and breaking out pipe with wrenches and tongs is heavy hands-on work at the wellsite.",
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  {
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      1
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    "rationale": "Bolting pump and engine parts together is direct manual assembly.",
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  {
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      1
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    "rationale": "Loading and unloading pipe by winch, lift or hand is physical material handling.",
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  {
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      2
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    "confidence": "high",
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    "rationale": "Stripping down and repairing oilfield machinery is tool work on the equipment itself.",
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  {
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    "rationale": "Digging drainage ditches around wells and tanks is groundwork on site.",
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  {
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    "rationale": "Guiding a crane load means standing on deck watching and signalling as it moves.",
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    "rationale": "Carrying equipment to the rig floor and helping the drill crew is physical support work.",
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    "rationale": "Digging holes, setting forms and pouring concrete is groundwork done by hand and machine.",
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    "rationale": "Felling trees and clearing brush to open a drill site is heavy outdoor work.",
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    "rationale": "Walking flow lines looking for leaks and fixing them is fieldwork on foot.",
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    "rationale": "Laying pipeline is heavy physical construction in the field.",
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    "rationale": "Washing down field trucks is manual work done at the vehicle.",
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    "taskId": "us-47-5081-13698",
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    ],
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      2,
      2
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      2
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      3
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      2
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    "rationale": "Helping someone improve at their job depends on a trusting working relationship built face to face.",
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      4
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      3
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      2
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    "rationale": "Reading the drawings is something software does well; making templates and marking out reference points is hands-on.",
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      3
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    "rationale": "Course material can be produced by software, though hands-on training happens with real equipment and people.",
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    "rationale": "These talks settle grievances and priorities because people trust the person in the room, not the paperwork.",
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      2
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    "rationale": "This is repair work with tools in your hands, which software cannot do.",
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      3
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    "rationale": "Maintenance policies and procedures are documents, and drafting them from standards is something software does well.",
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      2
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    "modelId": "claude-opus-5",
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      2
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    "confidence": "medium",
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    "rationale": "Supplier meetings turn on negotiation and relationships rather than on assembling product information.",
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  {
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    "rationale": "Setting up maintenance software is mostly configuration and documentation, which software itself now handles well.",
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    "rationale": "Layouts can be drafted, but the useful judgement comes from knowing the site and the people using it.",
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  {
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      3
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    "rationale": "Stock levels are easy to track in software; checking the state of the workshop means walking it.",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Comparing bids can be drafted automatically, but choosing and dealing with contractors involves judgement and relationships.",
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    "scoredUnderOccupationId": "us-soc-49-1011",
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      3
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    "rationale": "Structured questions about a fault can be handled well by software, though a frustrated customer often wants a person.",
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    "modelId": "claude-opus-5",
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      2
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    "rationale": "Putting a machine back together after a repair is hands-on work.",
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    "modelId": "claude-opus-5",
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    "rationale": "Travelling to a customer site to fix a machine is physical presence by definition.",
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    "modelId": "claude-opus-5",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Operating and maintenance advice is well documented and easy to produce, though customers often want it explained on site.",
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    "modelId": "claude-opus-5",
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    "rationale": "Testing that a new system works properly means operating the actual equipment.",
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    "modelId": "claude-opus-5",
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    "rationale": "Replacing electrical and mechanical parts needs hands, tools and the machine present.",
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    "rationale": "Climbing a tower to fit or repair antennas is physical work at height.",
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    "rationale": "Fitting or repairing tower lights is physical work on the structure.",
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      4
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      4,
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Lifting equipment with cranes and rigging is heavy physical work on site.",
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    "modelId": "claude-opus-5",
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      4,
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Maintenance and repair on tower equipment is done with tools at the tower.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-49-2021",
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  {
    "taskId": "us-49-2021-19407",
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      1,
      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Reading work orders and site drawings to work out the job is document work software handles well.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-2021",
    "occupationId": null
  },
  {
    "taskId": "us-49-2021-19408",
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      4
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    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Swapping an antenna out means physically removing and mounting hardware.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-2021",
    "occupationId": null
  },
  {
    "taskId": "us-49-2021-19409",
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      4
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Running power, ground and coaxial cable is physical installation work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-2021",
    "occupationId": null
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  {
    "taskId": "us-49-2021-19410",
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    "band": "minimal",
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      6,
      20
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      3,
      1,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Test software reads the results, but the sweep gear has to be connected at the tower.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-49-2021-19411",
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      0,
      4
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Climbing a tower in a harness is as physical as work gets.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:42:05.118Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-2021",
    "occupationId": null
  },
  {
    "taskId": "us-49-2021-19412",
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    "band": "partial",
    "range": [
      52,
      60
    ],
    "d": [
      3,
      1,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Progress and status reports are routine writing that software drafts from the job records.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-2021",
    "occupationId": null
  },
  {
    "taskId": "us-49-2021-19413",
    "score": 62,
    "band": "high",
    "range": [
      58,
      66
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    "d": [
      3,
      1,
      0,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Finding tower sites in mapping software is a screen task with well-documented data.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-2021",
    "occupationId": null
  },
  {
    "taskId": "us-49-2021-19414",
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      4
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    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "A photograph of the actual site has to be taken by someone standing there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-2021",
    "occupationId": null
  },
  {
    "taskId": "us-49-2021-19415",
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    "band": "minimal",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Driving equipment and trailers to a work site is physical transport work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-2021",
    "occupationId": null
  },
  {
    "taskId": "us-49-2021-23510",
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      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Calibrating and aligning parts with gauges means handling the equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-2021",
    "occupationId": null
  },
  {
    "taskId": "us-49-2021-23511",
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    "range": [
      7,
      21
    ],
    "d": [
      2,
      3,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Schematics and fault patterns are well documented, but finding the loose wire means opening the equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:42:05.118Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-2021",
    "occupationId": null
  },
  {
    "taskId": "us-49-2021-23512",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Connecting plugs and bolting leads to terminals is hands-on wiring.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:42:05.118Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-2021",
    "occupationId": null
  },
  {
    "taskId": "us-49-2021-23513",
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      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Installing and repairing radio equipment is physical work on the equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:42:05.118Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-2021",
    "occupationId": null
  },
  {
    "taskId": "us-49-2021-23514",
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    "range": [
      7,
      21
    ],
    "d": [
      2,
      3,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Detecting transmission flaws can be automated, but adjusting the station controls happens at the station.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-2021",
    "occupationId": null
  },
  {
    "taskId": "us-49-2021-23515",
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      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Mounting equipment on towers or inside vehicles is physical installation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:42:05.118Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-2021",
    "occupationId": null
  },
  {
    "taskId": "us-49-2021-23516",
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    "range": [
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      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Desoldering and replacing components is fine handwork with tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-2021",
    "occupationId": null
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  {
    "taskId": "us-49-2021-23517",
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      4
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    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Repairing circuits and soldering connections is done by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-2021",
    "occupationId": null
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      4
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    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Testing and charging batteries means handling them with instruments.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-2021",
    "occupationId": null
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  {
    "taskId": "us-49-2021-23519",
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      7
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    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking an emergency transmitter is ready means physically testing the unit.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-2021",
    "occupationId": null
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  {
    "taskId": "us-49-2021-23520",
    "score": 14,
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      21
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    "d": [
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      3,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Instruments and software read the signal, but someone has to connect them to the equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-2021",
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  {
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      4
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      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Turning setscrews to tune a receiver is a hands-on adjustment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-49-2021",
    "occupationId": null
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  {
    "taskId": "us-49-2022-11648",
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    "d": [
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Telling wire colors apart is something the person doing the wiring does by eye.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-2022",
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      4
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      1,
      4,
      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Finding a fault means putting meters and probes on real circuits.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-49-2022",
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  {
    "taskId": "us-49-2022-11650",
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      1,
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      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Confirming equipment works means physically testing it on site with instruments.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-2022",
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  {
    "taskId": "us-49-2022-11651",
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    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Driving the crew truck requires a person behind the wheel.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-2022",
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  {
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      4
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      1,
      4,
      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Regular equipment checks mean going to the equipment and looking at it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-2022",
    "occupationId": null
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  {
    "taskId": "us-49-2022-11653",
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      4
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      0,
      4,
      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Repairing or swapping faulty phones, wires and switch parts is hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-2022",
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  {
    "taskId": "us-49-2022-11654",
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      4
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      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Changing circuit layouts means physically remaking connections at the frame.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-2022",
    "occupationId": null
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  {
    "taskId": "us-49-2022-11655",
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      27
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      2,
      2,
      0,
      2,
      3
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    "unstable": false,
    "rationale": "Showing a customer how equipment works and handling their complaints happens face to face at the site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-2022",
    "occupationId": null
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  {
    "taskId": "us-49-2022-11656",
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      52,
      60
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      3,
      1,
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Reading test results and trouble reports to work out what needs repairing is pattern-matching software is good at.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-2022",
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  {
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      15
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    "d": [
      1,
      3,
      0,
      0,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Some tuning is a settings change, but much of adjusting equipment means hands on the hardware.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-2022",
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  {
    "taskId": "us-49-2022-11658",
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    "d": [
      3,
      1,
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      1,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Writing up a problem and asking a technical center for help is a routine written request.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-2022",
    "occupationId": null
  },
  {
    "taskId": "us-49-2022-11659",
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      0,
      4
    ],
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      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Clearing away loose wires and debris is physical tidying at the work site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-2022",
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  },
  {
    "taskId": "us-49-2022-11660",
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      4
    ],
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      0,
      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Assembling and installing communication equipment is hands-on work with real hardware.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-2022",
    "occupationId": null
  },
  {
    "taskId": "us-49-2022-11661",
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      14,
      28
    ],
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      2,
      2,
      0,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Radio and phone check-ins with base are short, routine exchanges, but they happen from the job site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-2022",
    "occupationId": null
  },
  {
    "taskId": "us-49-2022-11662",
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      0,
      14
    ],
    "d": [
      1,
      3,
      0,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Talking a fault through with colleagues can be assisted, but correcting it means hands on the equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-2022",
    "occupationId": null
  },
  {
    "taskId": "us-49-2022-11663",
    "score": 75,
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      71,
      79
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Reading manuals, specifications, permits and local rules to work out what is needed is document research.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-2022",
    "occupationId": null
  },
  {
    "taskId": "us-49-2022-11664",
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      0,
      4
    ],
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      1,
      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking that power and links actually work means putting instruments on the equipment itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-2022",
    "occupationId": null
  },
  {
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      4
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Climbing poles and entering manholes is physical work that can only be done in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-2022",
    "occupationId": null
  },
  {
    "taskId": "us-49-2022-11666",
    "score": 75,
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      79
    ],
    "d": [
      4,
      1,
      0,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Looking up the right maintenance instructions in a manual is searching documents, which software does very well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-2022",
    "occupationId": null
  },
  {
    "taskId": "us-49-2022-11667",
    "score": 56,
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      49,
      63
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      3,
      1,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Marking which cables are free for use is a records job done on a system.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-2022",
    "occupationId": null
  },
  {
    "taskId": "us-49-2022-11668",
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      4
    ],
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Running wires between components and out to outside cables is physical installation work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-2022",
    "occupationId": null
  },
  {
    "taskId": "us-49-2022-11669",
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      0,
      4
    ],
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Pulling out and replacing plug-in circuit cards is physical work at the equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-2022",
    "occupationId": null
  },
  {
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      4
    ],
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Routing and soldering cables onto frames is hands-on wiring work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-2022",
    "occupationId": null
  },
  {
    "taskId": "us-49-2022-11671",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning tools, test gear and vehicles is physical upkeep.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-49-2022-11672",
    "score": 56,
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      49,
      63
    ],
    "d": [
      3,
      1,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Programming switches to add features is configuration work done at a terminal and well suited to software.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-2022",
    "occupationId": null
  },
  {
    "taskId": "us-49-2022-11673",
    "score": 75,
    "band": "high",
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      71,
      79
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Fixing faults remotely from a switchboard is already screen-based work, so software can take on much of it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-2022",
    "occupationId": null
  },
  {
    "taskId": "us-49-2022-11674",
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    "band": "high",
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      65,
      73
    ],
    "d": [
      4,
      1,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping equipment and facility records up to date is exactly the kind of record work software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-2022",
    "occupationId": null
  },
  {
    "taskId": "us-49-2022-11675",
    "score": 56,
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    "range": [
      49,
      63
    ],
    "d": [
      3,
      1,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Installing and updating software and features is screen work that can largely be scripted.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-2022",
    "occupationId": null
  },
  {
    "taskId": "us-49-2022-11676",
    "score": 69,
    "band": "high",
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      65,
      73
    ],
    "d": [
      4,
      1,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Entering correction codes into switching software is routine data entry.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-2022",
    "occupationId": null
  },
  {
    "taskId": "us-49-2022-11677",
    "score": 93,
    "band": "very high",
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      89,
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    ],
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      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking records in a database against what should be there is pure screen work that software does reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-2022",
    "occupationId": null
  },
  {
    "taskId": "us-49-2022-11678",
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      18
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      1,
      2,
      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Dealing with equipment misuse or a shock incident means attending and handling the situation in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-2022",
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  },
  {
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      15
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      1,
      3,
      0,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Judging what a site's transmission facilities can support means going out and examining them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
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    "occupationId": null
  },
  {
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      4,
      18
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      1,
      2,
      0,
      2,
      2
    ],
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    "unstable": false,
    "rationale": "Judging a site and talking construction requirements through with the customer means being there with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-2022",
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  },
  {
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Adjusting, lubricating and painting equipment is physical maintenance.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-2022",
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      4,
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Measuring from landmarks to fix an installation point has to be done at the location.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-2022",
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      4,
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      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning switches and replacing contact points is hands-on work with tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-2022",
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      4,
      0,
      0,
      1
    ],
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    "rationale": "Digging holes and trenches is physical labor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-2022",
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Installing phones, relays, ringers and booths is physical installation work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
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  {
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      2
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    "unstable": false,
    "rationale": "Feeding design ideas back from field experience is written input, though the useful knowledge comes from doing the job.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "us-49-2091-9933",
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Setting up and running ground test equipment on an aircraft means being at the aircraft.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:40:00.000Z",
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    "scoredUnderOccupationId": "us-soc-49-2091",
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      3,
      2,
      0,
      2
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    "confidence": "medium",
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    "rationale": "Troubleshooting an instrument means putting a tester on it, and certified staff have to be involved.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-2091",
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  {
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      3,
      0,
      3,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software drafts maintenance write-ups well, but aviation rules require the certified person who did the work to sign.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-2091",
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  },
  {
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      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Coordinating with engineers and other trades depends on live back-and-forth about one particular aircraft.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-2091",
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  },
  {
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    "band": "high",
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      0,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Interpreting flight test data to find faults is data analysis, which software is strong at.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
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  },
  {
    "taskId": "us-49-2091-9938",
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    "rationale": "Installing and repairing a television or radio means physically opening the unit and working inside it.",
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      2
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    "confidence": "medium",
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    "rationale": "Fault-finding needs meters and tools held against the actual circuit board, though software can suggest what to check.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3
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    "rationale": "Much of this is a conversation, and customers usually want a person they can question about their own equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "unstable": false,
    "rationale": "Tuning for the best picture or sound means adjusting the actual equipment while watching and listening to it.",
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    "modelId": "claude-opus-5",
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      3
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    "unstable": false,
    "rationale": "Written and video guides are easy to generate, but showing someone how to use gear usually happens beside the equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Working out labor and parts costs is arithmetic against price lists, which software handles quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-49-2097",
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      0,
      3
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    "confidence": "medium",
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    "rationale": "Reading manuals and specifications suits software well, though interpreting a detailed circuit drawing still often needs an experienced technician.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3
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    "rationale": "Writing up work orders and maintenance reports is routine paperwork software drafts well once the technician says what was done.",
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    "unstable": false,
    "rationale": "Service calls mean traveling to a home and physically working on the unit, which cannot be done from a screen.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "unstable": false,
    "rationale": "Mounting and wiring speakers is hands-on work in a room, so someone has to be there.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Spotting loose connections or damaged insulation means looking at and touching the real installation.",
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    "rationale": "Mounting panels, sensors and cameras and wiring them up is physical work at the property.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Installing and repairing alarm equipment is hands-on work with tools in a building.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Studying work orders, plans and manuals is document work, but sizing up the actual site needs a visit.",
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    "rationale": "Setting sensitivity to suit a particular room means being in it with the keypad.",
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    "rationale": "Testing and repairing circuits and sensors needs hands on the equipment.",
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    "rationale": "Drilling holes through studs, joists and floors is physical work with tools.",
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    "rationale": "Showing a customer how their system works means being at their property with them, walking through it.",
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      3
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    "rationale": "Repairing and rebuilding wings, fuselage, hydraulics and fuel systems is physical work.",
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    "scoredUnderOccupationId": "us-soc-49-3011",
    "occupationId": null
  },
  {
    "taskId": "us-49-3011-9953",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
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    "d": [
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      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Measuring control cable tension is done by hand on the aircraft.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-3011",
    "occupationId": null
  },
  {
    "taskId": "us-49-3011-9954",
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    "range": [
      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Replacing worn or damaged components with hand tools is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-3011",
    "occupationId": null
  },
  {
    "taskId": "us-49-3011-9955",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Measuring a part for wear means holding it and the gauge.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-49-3011-9956",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Assembling and installing electrical, hydraulic and structural parts is hands-on work with tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-3011",
    "occupationId": null
  },
  {
    "taskId": "us-49-3011-9957",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Running engines and systems on test equipment happens at the aircraft.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-3011",
    "occupationId": null
  },
  {
    "taskId": "us-49-3011-9958",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Taking fuel and oil samples and checking them for contamination is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-3011",
    "occupationId": null
  },
  {
    "taskId": "us-49-3011-9959",
    "score": 0,
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    "range": [
      0,
      4
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    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Rebuilding an engine and refitting it to the aircraft is heavy hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-3011",
    "occupationId": null
  },
  {
    "taskId": "us-49-3011-9960",
    "score": 49,
    "band": "partial",
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      45,
      53
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    "d": [
      3,
      1,
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Turning a pilot's description of a problem into a likely cause is exactly the kind of reasoning software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-3011",
    "occupationId": null
  },
  {
    "taskId": "us-49-3011-9961",
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    "band": "minimal",
    "range": [
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      4
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    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Modifying aircraft structures and systems to drawings is hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-3011",
    "occupationId": null
  },
  {
    "taskId": "us-49-3011-9962",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting and aligning parts ready for riveting or welding is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-3011",
    "occupationId": null
  },
  {
    "taskId": "us-49-3011-9963",
    "score": 0,
    "band": "minimal",
    "range": [
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      4
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    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Marking dimensions and reference lines on parts with templates and rules is hands-on.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-3011",
    "occupationId": null
  },
  {
    "taskId": "us-49-3011-9964",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning, stripping, priming and sanding surfaces for bonding is physical preparation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-3011",
    "occupationId": null
  },
  {
    "taskId": "us-49-3011-9965",
    "score": 0,
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Flushing crankcases and cleaning screens and moving parts is hands-on servicing.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-3011",
    "occupationId": null
  },
  {
    "taskId": "us-49-3011-9966",
    "score": 0,
    "band": "minimal",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Peering into engines from ladders or lifting them out is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-3011",
    "occupationId": null
  },
  {
    "taskId": "us-49-3011-9967",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Lifting engines in and out with hoists is heavy physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-3011",
    "occupationId": null
  },
  {
    "taskId": "us-49-3011-9968",
    "score": 69,
    "band": "high",
    "range": [
      65,
      73
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    "d": [
      4,
      1,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Counting stock and raising orders for parts and materials is routine purchasing and record work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-3011",
    "occupationId": null
  },
  {
    "taskId": "us-49-3011-9969",
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    "band": "minimal",
    "range": [
      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Fabricating parts on saws, brakes, shears and grinders is machine-shop work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-3011",
    "occupationId": null
  },
  {
    "taskId": "us-49-3011-9970",
    "score": 0,
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    "range": [
      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cutting out defective parts and drilling access holes is hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-3011",
    "occupationId": null
  },
  {
    "taskId": "us-49-3011-9971",
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      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning, refueling and changing oil is physical line service.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-3011",
    "occupationId": null
  },
  {
    "taskId": "us-49-3011-9972",
    "score": 11,
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      4,
      18
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    "d": [
      2,
      3,
      0,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Coordinating with colleagues to fit heavy parts happens on the hangar floor while the work is done.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-3011",
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  },
  {
    "taskId": "us-49-3011-9973",
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      4
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    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Trimming and fitting replacement body sections is hands-on work with tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-3011",
    "occupationId": null
  },
  {
    "taskId": "us-49-3011-9974",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning engines, screens and carburetors and setting float levels is hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-3011",
    "occupationId": null
  },
  {
    "taskId": "us-49-3011-9975",
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      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Preparing and painting aircraft surfaces is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-3011",
    "occupationId": null
  },
  {
    "taskId": "us-49-3011-9976",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Spreading protective film over an area before repair is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-3011",
    "occupationId": null
  },
  {
    "taskId": "us-49-3011-9977",
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      4
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    "d": [
      1,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Running x-ray and magnetic inspection gear over the fuselage and wings is hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-3011",
    "occupationId": null
  },
  {
    "taskId": "us-49-3011-9978",
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      4
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    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Stripping engines and inspecting blades and cylinders with precision and x-ray equipment is hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-3011",
    "occupationId": null
  },
  {
    "taskId": "us-49-3011-9979",
    "score": 28,
    "band": "low",
    "range": [
      21,
      35
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    "d": [
      2,
      1,
      2,
      0,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Repair limits come from manufacturer manuals, but judging a specific worn part needs an experienced eye.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-49-3011-9980",
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    "band": "minimal",
    "range": [
      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Curing bonded structures with curing equipment is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-3011",
    "occupationId": null
  },
  {
    "taskId": "us-49-3011-9981",
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      0,
      4
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    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Diagnosing a fault by the sound of a running engine depends on a trained ear on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-3011",
    "occupationId": null
  },
  {
    "taskId": "us-49-3011-9982",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Making adjustments during a flight means being on board the aircraft.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-3011",
    "occupationId": null
  },
  {
    "taskId": "us-49-3011-9983",
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    "band": "minimal",
    "range": [
      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Removing and refitting refueling stores and external tanks is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-3011",
    "occupationId": null
  },
  {
    "taskId": "us-49-3021-2933",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Smoothing filled panels means hands on power tools against real metal, which software cannot do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:19:38.820Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-3021",
    "occupationId": null
  },
  {
    "taskId": "us-49-3021-2934",
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    "band": "minimal",
    "range": [
      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Sanding panels and masking glass and trim is physical preparation nobody can do remotely.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:19:38.820Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-3021",
    "occupationId": null
  },
  {
    "taskId": "us-49-3021-2935",
    "score": 21,
    "band": "low",
    "range": [
      14,
      28
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    "d": [
      2,
      2,
      0,
      1,
      2
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    "unstable": false,
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    "rationale": "Cutting out damaged sections and fitting replacements needs tools in your hands at the car.",
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    "confidence": "high",
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    "rationale": "Cutting and taping protective film onto a car body is manual work at the vehicle.",
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    "unstable": false,
    "rationale": "Spraying primer and paint onto a repaired panel is entirely a hands-on job.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Mixing resin and hardener to the right consistency happens with the tubs in front of you.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Clamping a damaged shell into a frame machine takes strength and hands in the bay.",
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    "rationale": "Filling small dents with body filler or solder is done by hand at the panel.",
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    "rationale": "Welding parts in and grinding the seams flat is skilled work done by hand.",
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    "rationale": "Beating out dents with hammers and dollies is pure hand skill.",
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    "modelId": "claude-opus-5",
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    "confidence": "medium",
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    "rationale": "Identifying the plastic type is a lookup, but stripping the damaged panel is hands-on.",
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      3
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    "rationale": "Estimating repair cost from damage reports is document and pricing work that software already drafts well.",
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    "rationale": "Working out small pits with pick hammers is delicate hand work.",
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    "confidence": "high",
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    "rationale": "Stripping out trim, seats and electrics to reach the body is physical dismantling.",
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    "confidence": "high",
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    "rationale": "Blowing down the bay to clear debris and fiberglass scraps is physical cleaning.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Adjusting headlights, wheels and brakes is mechanical setting work at the vehicle.",
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    "modelId": "claude-opus-5",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Heating a plastic panel and pressing it back into shape by hand is manual work.",
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    "confidence": "high",
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    "rationale": "Soaking matting in resin and laying it over a repair is entirely hands-on.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cutting new openings in a car body with shears or chisels is skilled hand work.",
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      1
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    "confidence": "high",
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    "rationale": "Fitting glass, roofs and trim is done by hand with adhesives and tools.",
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      2
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    "confidence": "medium",
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    "rationale": "Reading a custom spec is easy for software, but agreeing the look with a customer is a conversation.",
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    "confidence": "high",
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    "rationale": "Removing and refitting vehicle glass is careful physical work with the car in the bay.",
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    "modelId": "claude-opus-5",
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    "rationale": "Measuring, marking and shearing vinyl to size is done by hand on the bench.",
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      1
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    "rationale": "Clearing out dirt and loose glass and applying primer is manual preparation on the vehicle.",
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    "modelId": "claude-opus-5",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Safe cure times come from published charts, but the waiting happens with the vehicle in the bay.",
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      3
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      1
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    "rationale": "Drying and cleaning a damaged area on the vehicle is hands-on work.",
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      1
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    "confidence": "high",
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    "rationale": "Laying an even bead of urethane around a frame is skilled hand work.",
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      3
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    "rationale": "Which parts and tools a job needs is a lookup from the vehicle details, though gathering them happens in the shop.",
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    "rationale": "Removing broken glass with hand tools is physical work.",
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    "rationale": "Refitting moldings, clips and wipers is manual assembly.",
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    "confidence": "high",
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    "rationale": "Stripping moldings, screws and headliners before a job is hands-on work.",
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    "rationale": "Installing and repairing safety glass and heating elements is physical work on the vehicle.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting rubber channeling around glass edges is manual work.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-49-3022",
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    "unstable": false,
    "rationale": "Fitting foam dams is done by hand on the vehicle body.",
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    "rationale": "Warming or cooling glass in the bay is physical handling.",
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    "rationale": "Test driving a car and hooking gauges to an engine needs a person behind the wheel and under the hood.",
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    "rationale": "Brake work is hands-on: wheels come off, pads and lines are physically replaced and adjusted.",
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    "rationale": "Reading and sorting work orders is easy for software, but the quick check-in with a supervisor is still a person-to-person chat.",
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    "rationale": "The reasoning about what the readings mean is very automatable, but the probes still have to be attached to the car.",
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    "rationale": "Customers are trusting someone with their car and their money, so the conversation depends on a person they believe.",
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    "confidence": "high",
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    "rationale": "Front-end alignment happens on a rack with the technician adjusting real components.",
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    "rationale": "Reading fault codes and interpreting them is something software does well, but the tester still has to be plugged into the car.",
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    "rationale": "Oil changes and tune-ups mean draining fluids and swapping parts by hand.",
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    "rationale": "The checklist can be generated automatically, but belts, hoses and brakes still have to be looked at and touched.",
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    "rationale": "Keeping the work area tidy is physical work.",
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    "rationale": "Tuning an engine means adjusting the physical engine until it runs right.",
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    "rationale": "Swapping plugs, filters and batteries means opening the vehicle and fitting parts.",
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    "rationale": "Overhauling or replacing these components is physical work on the engine.",
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    "rationale": "Pistons, valves and bearings have to be physically removed and fitted.",
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    "rationale": "Rewiring means routing and connecting real cables inside the vehicle.",
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    "rationale": "Window and seat lift mechanisms are fitted and adjusted by hand inside the vehicle.",
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    "rationale": "Rebuilding crankshafts and engine blocks is heavy hands-on machining and assembly.",
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    "modelId": "claude-opus-5",
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    "rationale": "Spotting cracks and abrasions on a gas system means being at the vehicle with your own eyes.",
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      0,
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      3
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      3
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    "rationale": "Transmission work means lifting the unit out and rebuilding it physically.",
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    "confidence": "high",
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    "rationale": "Fitting aftermarket fuel-system parts means installing hardware on the vehicle.",
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  {
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      2
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    "rationale": "Using spanners, jacks and welding gear is the definition of hands-on work.",
    "promptVersion": "task_scoring_v1.0",
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      1,
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      3
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    "confidence": "high",
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    "rationale": "Checking brakes, steering and bearings means getting under the vehicle and looking at the parts.",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Changing oil, checking batteries and greasing machinery is physical maintenance work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Relining brakes, aligning wheels and reassembling parts is done with tools in your hands.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Lifting a truck on jacks or hoists is physical work in the workshop.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-3031",
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  {
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      4,
      1,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Test driving a truck or bus means sitting in it and driving it.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-3031",
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  {
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      4,
      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Judging a fault partly by how an engine sounds means standing next to it while it runs.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      3
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    "confidence": "high",
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    "rationale": "Checking guards and safety devices and tightening bolts means being at the vehicle with tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-3031",
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  {
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      3
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    "confidence": "high",
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    "rationale": "Measuring clearances against factory figures means holding the part and the gauge.",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-3031",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Repairing fuel injection and other engine parts is precise physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      3
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    "rationale": "Reading gauge values to pinpoint a fault is pattern-matching software is good at, but the instruments must be hooked up.",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Rewiring means routing and connecting real cables inside the vehicle.",
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    "modelId": "claude-opus-5",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Reconditioning and fitting pistons, bearings and valves is done by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Inspecting and repairing pumps, compressors and machinery is workshop work.",
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    "modelId": "claude-opus-5",
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      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Stripping down and overhauling an engine or gearbox is heavy hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      2
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    "unstable": false,
    "rationale": "Rebuilding an engine is done piece by piece with tools.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      2
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    "confidence": "high",
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    "rationale": "Setting up front-end and suspension alignment is done on the vehicle with alignment gear.",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Grinding and resetting valves on a machine is hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3
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    "rationale": "Both finding and fixing a heating or cooling fault happen with hands on the vehicle's system.",
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  {
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      1,
      0,
      3
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    "confidence": "medium",
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    "rationale": "Software can read and reset the emissions control settings, but replacing the parts behind them is bench work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-3031",
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  {
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      3
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    "rationale": "The procedures are written and easy to draft, but sorting waste and saving water in the workshop is done by hand.",
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      1,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Servicing hybrid, gas and biodiesel systems still means working on the vehicle with tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-3031",
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      0,
      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Analysers produce the readings and the limits are published, but the probe goes in the tailpipe and a certified tester signs off.",
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      2
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    "rationale": "Fitting accessories to a vehicle is physical installation work.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-49-3031",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Repairing seats, doors and windows means working on the vehicle itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-3031",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Taking tyres off and putting them on is heavy physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
    "taskId": "us-49-3041-13748",
    "score": 66,
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      3
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    "unstable": false,
    "rationale": "Writing up what was repaired and which parts were used is straightforward record-keeping software drafts from job data.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
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      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Putting a machine back together and adjusting it is done with tools in your hands.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Repairing and overhauling tractors and harvesters is physical work on the machine itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
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  {
    "taskId": "us-49-3041-13751",
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      0,
      1,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Fault codes and reports can be read remotely, but much diagnosis still comes from hearing and feeling the machine run.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      2
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      2
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    "rationale": "Tuning or rebuilding an engine is physical work with tools.",
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    "rationale": "Driving a truck of tools out to a field is a physical trip someone has to make.",
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    "rationale": "Fitting and fixing irrigation and sprinkler lines happens out in the field with tools.",
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      3
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    "rationale": "Fault codes and test data are read well by software; hooking up the tools is the on-site part.",
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      3
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    "rationale": "Greasing and cleaning machinery is manual work.",
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      3
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    "rationale": "Maintenance scheduling and service records are what maintenance software already runs.",
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      4
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    "rationale": "Manuals and drawings are text and diagrams, which software reads and explains very well.",
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    "rationale": "Transmissions and crawler heads are lifted and fitted by people.",
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    "rationale": "Cutting and forming sheet metal is workshop work.",
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    "rationale": "Writing up car condition and work done is record-keeping software already handles well.",
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    "rationale": "Lifting out heavy components with hoists and torches is physical work in the yard.",
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      2
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  {
    "taskId": "us-49-3043-9989",
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      12
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      3,
      0,
      0,
      2
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    "rationale": "Finding defects inside and outside a rail car means climbing over the actual car.",
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    "scoredUnderOccupationId": "us-soc-49-3043",
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  {
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      4
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      4,
      0,
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      2
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    "confidence": "high",
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    "rationale": "Adjusting a repaired unit until it works right is done by hand.",
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    "modelId": "claude-opus-5",
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  {
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      4
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Scheduled servicing and cleaning of components is hands-on maintenance.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-49-3043",
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  {
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      4
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    "d": [
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      4,
      0,
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fabricating and fitting steel or wood parts is workshop work with tools.",
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    "modelId": "claude-opus-5",
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  {
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      4
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      4,
      0,
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Fixing propulsion and braking controls means working on the real hardware.",
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    "modelId": "claude-opus-5",
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  {
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    "d": [
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      4,
      0,
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Stripping down pumps, valves and compressors is hands-on mechanical work.",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Measuring axle seats with micrometers and marking them requires hands on the axle.",
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    "scoredUnderOccupationId": "us-soc-49-3043",
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  {
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      4
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    "d": [
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      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Aligning car sides with gauges and turnbuckles takes physical force and adjustment.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-3043",
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  {
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Replacing wiring and tightening connections is manual electrical work.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-49-3043",
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  {
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      4
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      4,
      0,
      0,
      2
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    "confidence": "high",
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    "rationale": "Testing car electrics means operating systems and putting meters on real circuits.",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-3043",
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  {
    "taskId": "us-49-3043-9999",
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      4,
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      0,
      2
    ],
    "confidence": "high",
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    "rationale": "Fitting flooring, plumbing, steps and fixtures inside a car is physical installation.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-49-3043",
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  {
    "taskId": "us-49-3043-10000",
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      4,
      0,
      0,
      2
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    "confidence": "high",
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    "rationale": "Checking and patching a car roof means being up on it with materials.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-49-3043",
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  {
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    "d": [
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      4,
      0,
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Painting a rail car is physical work on the vehicle.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-49-3043",
    "occupationId": null
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  {
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      4
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    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Repairing upholstery means working on the actual seats and panels.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-49-3043",
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  {
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Repairing window frames and fitting glass is hands-on work on the car.",
    "promptVersion": "task_scoring_v1.0",
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    "scoredUnderOccupationId": "us-soc-49-3043",
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  {
    "taskId": "us-49-3051-13762",
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    "d": [
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      0,
      0,
      0
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    "confidence": "high",
    "unstable": false,
    "rationale": "Stripping a motor down to find the bad part is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-49-3051",
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  {
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      4,
      0,
      0,
      0
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    "confidence": "high",
    "unstable": false,
    "rationale": "Mounting a motor and taking the boat out on the water is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      15
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    "d": [
      1,
      3,
      0,
      0,
      2
    ],
    "confidence": "medium",
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    "rationale": "Judging a motor by its smoke, vibration and sound means standing beside it while it runs.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-3051",
    "occupationId": null
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  {
    "taskId": "us-49-3051-13765",
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      3,
      1,
      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Writing up what was inspected and repaired is routine paperwork software drafts quickly from the details.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-49-3051",
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  {
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      4,
      0,
      0,
      0
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    "confidence": "high",
    "unstable": false,
    "rationale": "Replacing parts and rebuilding an engine is physical work.",
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    "modelId": "claude-opus-5",
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  {
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      15
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      1,
      3,
      0,
      0,
      2
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    "confidence": "medium",
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    "rationale": "Watching temperatures while a motor idles means being at the engine as it runs.",
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    "scoredUnderOccupationId": "us-soc-49-3051",
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  {
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      0,
      0
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    "rationale": "Aligning and repairing steering and throttle linkages is done with tools in hand.",
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    "modelId": "claude-opus-5",
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  {
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      4
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      4,
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      0,
      0
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    "confidence": "high",
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    "rationale": "Tuning a running motor in a test tank requires hands on the controls.",
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    "modelId": "claude-opus-5",
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  {
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      4,
      0,
      0,
      0
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    "rationale": "Repairing tilts, pumps and take-offs is hands-on mechanical work.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-49-3051",
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  {
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      4
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      4,
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      0
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    "rationale": "Inspecting and truing propellers and shafts is hands-on work.",
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  {
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      4,
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      0,
      0
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    "unstable": false,
    "rationale": "Machining parts on a lathe or mill requires a person at the machine.",
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  {
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      0
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    "confidence": "high",
    "unstable": false,
    "rationale": "Adjusting generators and soldering new wiring is hands-on work.",
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    "modelId": "claude-opus-5",
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  {
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      4,
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      0,
      0
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    "confidence": "high",
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    "rationale": "Changing oil and filters is done with hands and tools on the engine.",
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  {
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      0,
      2
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    "rationale": "Adjusting forks, brakes or drive chains is hands-on mechanical work.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-49-3052",
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  {
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      4
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      0,
      4,
      0,
      0,
      2
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    "confidence": "high",
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    "rationale": "Swapping out defective parts requires hands, tools and the machine present.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-49-3052",
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  {
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      2
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    "rationale": "Hooking test gear to an engine and taking readings needs someone at the machine.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      3,
      0,
      1,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Some clues come from the customer’s description, but listening to the engine means being with the bike.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-49-3052",
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  {
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      4,
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Rebuilding and bench-testing units needs the parts in front of you.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-3052",
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  {
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      3
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    "rationale": "Diagnosing and overhauling a vehicle means being under and inside it.",
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    "rationale": "Hooking up shore power and flicking switches to test fittings is done by hand.",
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    "rationale": "Connecting hoses and testing toilets and sinks is a physical job.",
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    "rationale": "Removing panels and replacing frame members is heavy physical repair.",
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    "rationale": "Testing doors and drawers and trimming them to fit needs hands on the fittings.",
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    "rationale": "Sealing leaks and swapping pipes is physical repair work.",
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    "rationale": "Sanding, filling and refinishing wood surfaces is physical craft work.",
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    "rationale": "Resetting hardware with chisels and screwdrivers is hands-on work.",
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    "rationale": "Sealing units with sheeting, nails and a hammer is hands-on work.",
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    "rationale": "The explanation can be written or filmed, but most handovers happen with the customer at the vehicle.",
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    "rationale": "Brake inspection and replacement is safety-critical hands-on work under the vehicle.",
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    "rationale": "Fixing a furnace or air conditioning unit means getting to the appliance with tools.",
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    "rationale": "Lifting a wheel onto a balancing machine is a physical job on the shop floor.",
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    "rationale": "Dunking a tire in water and watching for bubbles is entirely hands-on.",
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    "rationale": "Gluing a patch onto a casing is manual repair work at the bench.",
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    "rationale": "Breaking a tire off a wheel takes mallets, bars and physical effort.",
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    "rationale": "Patching and vulcanizing tubes is manual work with hot plates and adhesives.",
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    "rationale": "Inflating tubes and dipping them in water is hands-on leak testing.",
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    "rationale": "Cleaning whitewalls is manual work on the tire itself.",
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    "rationale": "Connecting regulators to a test stand and adjusting screws is bench work.",
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    "rationale": "Installing gas regulators and meters is physical work on the pipework.",
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    "rationale": "Attaching hoses and watching gauges for pressure loss is done at the equipment.",
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    "modelId": "claude-opus-5",
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    "rationale": "Fitting and setting thermostats and timers is done at the device.",
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    "rationale": "Following safety rules and keeping the work area clean happens where the work happens.",
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      3
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      3
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    "rationale": "Fitting ducts, valves, blowers and flues is physical installation.",
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    "confidence": "high",
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    "rationale": "Brazing and soldering joints is manual work with a torch.",
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    "rationale": "The wiring diagram can be read and explained, but running and terminating the wires is hands-on.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3
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    "rationale": "Interpreting readings can be assisted, but the testing itself means putting instruments on the system.",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Writing up hours, parts and faults on a work order is routine paperwork software drafts well from job data.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "confidence": "high",
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    "rationale": "Stripping down machinery and recovering refrigerant is physical work that also needs a certified technician.",
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    "rationale": "The correct settings come straight from the manufacturer, but someone still has to turn the controls on site.",
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    "rationale": "Fitting valves with a torch and wrenches is hands-on.",
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    "unstable": false,
    "rationale": "Installing dehumidifiers and related equipment is physical installation work.",
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    "modelId": "claude-opus-5",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "A maintenance plan is easy to draft, though cleaning, oiling and changing filters is physical work.",
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    "unstable": false,
    "rationale": "Cutting holes through walls, floors or roofs is physical work with power tools.",
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    "modelId": "claude-opus-5",
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    "unstable": false,
    "rationale": "Mounting a compressor or condenser onto its frame is physical assembly.",
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    "rationale": "Cutting, threading and bending pipe is done with tools in your hands.",
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    "rationale": "Fitting or repairing filters and ultraviolet purification units is hands-on.",
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    "rationale": "Estimating and ordering materials is office work, but collecting, delivering and fitting them is not.",
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    "rationale": "Booking jobs and raising work orders is scheduling and admin that dispatch software already does well.",
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    "rationale": "Working out the bill and taking payment is standard billing admin that software already handles.",
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      3,
      1,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Working out the likely fault from a customer’s description or a work order is well-documented question-and-answer work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:27.864Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-49-9031-13794",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Rebuilding the unit after repair is hands-on assembly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:27.864Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-9031",
    "occupationId": null
  },
  {
    "taskId": "us-49-9031-13795",
    "score": 56,
    "band": "partial",
    "range": [
      52,
      60
    ],
    "d": [
      3,
      1,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Writing up what was repaired is routine record-keeping that software does reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:27.864Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-9031",
    "occupationId": null
  },
  {
    "taskId": "us-49-9031-13796",
    "score": 48,
    "band": "partial",
    "range": [
      44,
      52
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    "d": [
      3,
      1,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Pricing a repair and comparing it to replacement cost is a documented calculation software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:27.864Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-9031",
    "occupationId": null
  },
  {
    "taskId": "us-49-9031-13797",
    "score": 29,
    "band": "low",
    "range": [
      22,
      36
    ],
    "d": [
      2,
      2,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can track and reorder van stock, but loading and checking the parts is still done by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:27.864Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-9031",
    "occupationId": null
  },
  {
    "taskId": "us-49-9031-13798",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning parts and refitting them is manual repair work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:27.864Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-9031",
    "occupationId": null
  },
  {
    "taskId": "us-49-9031-13799",
    "score": 8,
    "band": "minimal",
    "range": [
      1,
      15
    ],
    "d": [
      1,
      3,
      0,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Spotting a fault by watching and listening to a running machine needs you standing in front of it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:27.864Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-9031",
    "occupationId": null
  },
  {
    "taskId": "us-49-9031-13800",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Running the appliance after fitting and tweaking it is hands-on commissioning.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:27.864Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-9031",
    "occupationId": null
  },
  {
    "taskId": "us-49-9031-13801",
    "score": 29,
    "band": "low",
    "range": [
      22,
      36
    ],
    "d": [
      2,
      2,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Manuals and fault guides are well suited to software, but the repair itself still happens with hands on the appliance.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:27.864Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-9031",
    "occupationId": null
  },
  {
    "taskId": "us-49-9031-13802",
    "score": 48,
    "band": "partial",
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      44,
      52
    ],
    "d": [
      3,
      1,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Explaining how to use and look after an appliance is well-documented advice software can give clearly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:27.864Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-9031",
    "occupationId": null
  },
  {
    "taskId": "us-49-9031-13803",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Assembling appliances is physical build work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:27.864Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-9031",
    "occupationId": null
  },
  {
    "taskId": "us-49-9031-13804",
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    "band": "minimal",
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      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning, greasing and touching up finish is hands-on finishing work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:27.864Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-49-9031-13805",
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      4
    ],
    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Recovering refrigerant requires certified equipment connected to the appliance in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:27.864Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-49-9031-13806",
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      4
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    "d": [
      0,
      4,
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      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Leveling a fridge and plumbing in a water line is physical installation work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:27.864Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-9031",
    "occupationId": null
  },
  {
    "taskId": "us-49-9031-13807",
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Setting and checking a thermostat is done at the appliance itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:27.864Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-49-9031-13808",
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      4
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    "d": [
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      4,
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      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Leveling a washing machine and attaching hoses is physical installation work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:27.864Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-9031",
    "occupationId": null
  },
  {
    "taskId": "us-49-9031-13809",
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    "d": [
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      4,
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Running gas pipe and water lines is physical pipework in the property.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:27.864Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-9031",
    "occupationId": null
  },
  {
    "taskId": "us-49-9031-13810",
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    "d": [
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      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Turning out to a gas leak means physically attending the property.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:27.864Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-9031",
    "occupationId": null
  },
  {
    "taskId": "us-49-9031-13811",
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    "band": "minimal",
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    ],
    "d": [
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      4,
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      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Installing a large appliance means lifting and connecting it in the customer’s home.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:27.864Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-9031",
    "occupationId": null
  },
  {
    "taskId": "us-49-9031-13812",
    "score": 64,
    "band": "high",
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      68
    ],
    "d": [
      3,
      0,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Picking up job assignments from the office is simple scheduling communication software already automates.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:27.864Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-9031",
    "occupationId": null
  },
  {
    "taskId": "us-49-9031-13813",
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    "d": [
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Lighting pilots and checking burner flames is hands-on work at the stove.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:27.864Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-9031",
    "occupationId": null
  },
  {
    "taskId": "us-49-9031-13814",
    "score": 8,
    "band": "minimal",
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      15
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    "d": [
      1,
      3,
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      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Finding a gas leak means being there with a detector on the pipework.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:27.864Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-9031",
    "occupationId": null
  },
  {
    "taskId": "us-49-9031-13815",
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    "band": "minimal",
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    "d": [
      0,
      4,
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      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cutting and threading pipe to connect an appliance is tool work in the home.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:27.864Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-49-9031-13816",
    "score": 14,
    "band": "minimal",
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    "d": [
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Comparing dimensions is easy for software, but measuring the space and cutting timber happens on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-9031",
    "occupationId": null
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  {
    "taskId": "us-49-9041-11813",
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    "d": [
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      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Taking a machine apart requires tools and hands on the metal.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:30:53.256Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-9041",
    "occupationId": null
  },
  {
    "taskId": "us-49-9041-11814",
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    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Swapping a broken part out of a machine is hands-on work at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:30:53.256Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-9041",
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping a production machine running means physically working on it with tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:30:53.256Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-9041",
    "occupationId": null
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Spotting wear or cracks usually means holding the part and looking at it closely.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-9041",
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    "d": [
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Putting the machine back together is physical work with tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:30:53.256Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-9041",
    "occupationId": null
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    "taskId": "us-49-9041-11818",
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      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Meters have to be put on the machine and it has to be watched running, which needs a person there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:30:53.256Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-9041",
    "occupationId": null
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  {
    "taskId": "us-49-9041-11819",
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    "d": [
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      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Running the repaired machine to see if the fix held requires standing at the controls.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:30:53.256Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-9041",
    "occupationId": null
  },
  {
    "taskId": "us-49-9041-11820",
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      4
    ],
    "d": [
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      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning, greasing and adjusting parts is done by hand on the equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:30:53.256Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-9041",
    "occupationId": null
  },
  {
    "taskId": "us-49-9041-11821",
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    "band": "partial",
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      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Error codes, test data and manuals are all readable text, so working out the likely cause is desk analysis.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:30:53.256Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-9041",
    "occupationId": null
  },
  {
    "taskId": "us-49-9041-11822",
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    "band": "partial",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Writing up what was fixed is note-taking that software can draft from the mechanic's own account.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:30:53.256Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-9041",
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  {
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    "modelId": "claude-opus-5",
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  {
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      4,
      0,
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      2
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    "rationale": "Taking machines apart with hammers and wrenches is hands-on.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-49-9044",
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  {
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      4,
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      1
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    "unstable": false,
    "rationale": "Heat-fitting bushings and gears is a physical shop task.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-49-9044",
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  {
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      4,
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Stripping machinery down for shipment is physical team work.",
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    "modelId": "claude-opus-5",
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  {
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      2
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  {
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The program can largely be written automatically, but mounting the robot and teaching positions happens at the cell.",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-9044",
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  {
    "taskId": "us-49-9044-3060",
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      2
    ],
    "confidence": "high",
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    "rationale": "Running a lathe to shape parts is machine work done by an operator.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-49-9044",
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  {
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      3
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    "rationale": "Servicing and lubricating machines means being at the machine with tools.",
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  {
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    "rationale": "Welding and fabricating equipment needs a torch and a person holding it.",
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    "modelId": "claude-opus-5",
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  {
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    "rationale": "Cutting-torch work on parts and machines is done by hand.",
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  {
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  {
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    "rationale": "Lining up heavy machinery uses hoists, jacks and measuring tools by hand.",
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  {
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    "rationale": "Packing refractory clay into a ladle with a trowel is hands-on repair work at the vessel.",
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    "modelId": "claude-opus-5",
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  {
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  {
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      3
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    "confidence": "medium",
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    "rationale": "The mix proportions are written down and easy to calculate, but the shovelling and mixing is physical.",
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  {
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      3
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    "confidence": "medium",
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    "rationale": "Sheet counts can be worked out from measurements, though measuring the furnace and cutting the block is done on site.",
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  {
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  {
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      1
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    "rationale": "Stripping worn lining out of a furnace with hand tools is physical work inside the furnace.",
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    "rationale": "Climbing scaffolding with hoses and spraying a cupola requires being up there with the equipment.",
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    "rationale": "Troweling mortar onto stopper rods and sliding sleeves over them is close handwork.",
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    "rationale": "Dumping and tamping clay into molds is straightforward physical work.",
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    "rationale": "Moving clay structures to ovens and kilns on a forklift means driving and lifting.",
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  {
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    "rationale": "Checking gear and putting up barriers around a live work site is physical work at the site.",
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    "rationale": "Opening switches and attaching grounds means physically working on the network to make it safe.",
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    "rationale": "Climbing a pole or riding a bucket to reach equipment is pure physical access work.",
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  {
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    "rationale": "Placing insulating and fireproofing material over conductors is hands-on protective work.",
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  {
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      3
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    "rationale": "Wiring diagrams help narrow the fault, but confirming which device failed means testing it in the field.",
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    "rationale": "Driving tools and materials to site is physical work behind the wheel.",
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    "confidence": "medium",
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    "rationale": "Schedules and assignments can be drafted automatically, but crews coordinate on site by talking to each other.",
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    "modelId": "claude-opus-5",
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  {
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    "rationale": "Reading the instruments and naming the fault is judgment, but the testing itself happens out on the line.",
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  {
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    "unstable": false,
    "rationale": "Stringing conductors between poles and towers is physical work with winches and lines.",
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    "modelId": "claude-opus-5",
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  {
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    "unstable": false,
    "rationale": "Identifying which conductor is which is an information result, but the test is done with hands on the cables.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-9051",
    "occupationId": null
  },
  {
    "taskId": "us-49-9051-8423",
    "score": 0,
    "band": "minimal",
    "range": [
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      4
    ],
    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Replacing or straightening a pole is heavy physical work with cranes and equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-9051",
    "occupationId": null
  },
  {
    "taskId": "us-49-9051-8424",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting meters and connecting service drops is physical installation at the customer property.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-9051",
    "occupationId": null
  },
  {
    "taskId": "us-49-9051-8425",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting cross-arms and insulators to poles is manual assembly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-49-9051-8426",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Riding trucks, helicopters and aircraft along the line to look at it is inherently being there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-9051",
    "occupationId": null
  },
  {
    "taskId": "us-49-9051-8427",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Augering holes and setting poles with cranes is heavy equipment work on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-9051",
    "occupationId": null
  },
  {
    "taskId": "us-49-9051-8428",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cutting back trees near lines is physical outdoor work with saws and climbing gear.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-9051",
    "occupationId": null
  },
  {
    "taskId": "us-49-9051-8429",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Splicing and soldering cables is skilled work done directly on the conductors.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-9051",
    "occupationId": null
  },
  {
    "taskId": "us-49-9051-8430",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Stripping sheathing and insulation from cable is careful hand work before a splice.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-9051",
    "occupationId": null
  },
  {
    "taskId": "us-49-9051-8431",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Twisting, clamping and soldering conductors together is fine physical work on the cable itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-9051",
    "occupationId": null
  },
  {
    "taskId": "us-49-9051-8432",
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    "band": "minimal",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Pulling cable off a reel by hand is straightforward physical labor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-49-9051-8433",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Laying cable in trenches and through conduit is manual work underground.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-9051",
    "occupationId": null
  },
  {
    "taskId": "us-49-9051-8434",
    "score": 0,
    "band": "minimal",
    "range": [
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      4
    ],
    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cutting trenches with trenchers and cable plows is machine-operating work on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-9051",
    "occupationId": null
  },
  {
    "taskId": "us-49-9052-11846",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
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      4,
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      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "The task is going to the premises and working on the equipment there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-9052",
    "occupationId": null
  },
  {
    "taskId": "us-49-9052-11847",
    "score": 14,
    "band": "minimal",
    "range": [
      7,
      21
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    "d": [
      2,
      3,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Test results can be analyzed automatically, but the tests themselves are run on physical lines in the field.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-9052",
    "occupationId": null
  },
  {
    "taskId": "us-49-9052-11848",
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    "band": "minimal",
    "range": [
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      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Splicing cable is precise handwork with tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-9052",
    "occupationId": null
  },
  {
    "taskId": "us-49-9052-11849",
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    "band": "minimal",
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      4
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    "d": [
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Taking a signal reading at a pole means climbing to it with a meter.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-9052",
    "occupationId": null
  },
  {
    "taskId": "us-49-9052-11850",
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    "band": "minimal",
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    ],
    "d": [
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      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Installing and connecting equipment at a customer address is hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-9052",
    "occupationId": null
  },
  {
    "taskId": "us-49-9052-11851",
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    "band": "minimal",
    "range": [
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      4
    ],
    "d": [
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      4,
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Insulating conductors and sealing splices is done by hand on the cable.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-9052",
    "occupationId": null
  },
  {
    "taskId": "us-49-9052-11852",
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    "band": "minimal",
    "range": [
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      4
    ],
    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Getting to poles, tunnels and crawl spaces to run lines is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-9052",
    "occupationId": null
  },
  {
    "taskId": "us-49-9052-11853",
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    "band": "minimal",
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    ],
    "d": [
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      4,
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      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Stringing and tensioning cable between structures is heavy physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-9052",
    "occupationId": null
  },
  {
    "taskId": "us-49-9052-11854",
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    "d": [
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting amplifiers or repeaters into the network is hands-on installation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-9052",
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  },
  {
    "taskId": "us-49-9052-11855",
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      4
    ],
    "d": [
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      4,
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      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Laying cable in trenches and conduit is done on site by hand and machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-9052",
    "occupationId": null
  },
  {
    "taskId": "us-49-9052-11857",
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    "d": [
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      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning and maintaining tools means handling them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-9052",
    "occupationId": null
  },
  {
    "taskId": "us-49-9052-11858",
    "score": 32,
    "band": "low",
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      25,
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    "d": [
      3,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The explanation and the payment are routine and easily scripted or automated, though the installer is standing at the door.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-9052",
    "occupationId": null
  },
  {
    "taskId": "us-49-9052-11859",
    "score": 69,
    "band": "high",
    "range": [
      62,
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    "d": [
      4,
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      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Working out impedance and the resistance needed is a standard calculation software does instantly from measurements.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-9052",
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  {
    "taskId": "us-49-9052-11860",
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    "d": [
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      4,
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      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Operating diggers, trenchers and cable plows means being in the seat.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-9052",
    "occupationId": null
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  {
    "taskId": "us-49-9052-11861",
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    "d": [
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      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Digging trenches is physical groundwork.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-9052",
    "occupationId": null
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  {
    "taskId": "us-49-9052-11862",
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Augering holes and hoisting poles upright is heavy physical work with machinery.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-9052",
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  {
    "taskId": "us-49-9052-11863",
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    "d": [
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      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Filling and tamping holes is physical groundwork.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-9052",
    "occupationId": null
  },
  {
    "taskId": "us-49-9052-20806",
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    "d": [
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Pulling cable off a reel by hand is straightforward physical labor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-49-9052-20807",
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    "d": [
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      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Pulling cable through ducts needs hands or a winch at the duct.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
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  },
  {
    "taskId": "us-49-9061-8435",
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    "band": "minimal",
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      4,
      12
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    "d": [
      1,
      3,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Calibration means putting timing instruments on the actual shutter and meter.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-9061",
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  {
    "taskId": "us-49-9061-8436",
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    "d": [
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      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Taking equipment apart is hands-on work at the bench.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-9061",
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  {
    "taskId": "us-49-9061-8437",
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    "d": [
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    "unstable": false,
    "rationale": "Taking an instrument apart is hands-on work.",
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  {
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    "confidence": "medium",
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    "rationale": "Pricing and scoping a restoration is partly research, but finding the faults means handling the instrument.",
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      1
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    "confidence": "high",
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    "rationale": "Repairing cracks in wood or metal is craft work with tools.",
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      2
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    "rationale": "Putting the instrument back together with glue and clamps is physical work.",
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    "rationale": "Stringing and setting bridge height is done by hand on the instrument.",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Replacing strings, felts, bridges and keys is done by hand with tools.",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Polishing an instrument is done by hand with cloths and wheels.",
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    "modelId": "claude-opus-5",
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      4,
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      1
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    "confidence": "high",
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    "rationale": "Reshaping parts to improve tone is skilled handwork judged by ear.",
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    "confidence": "high",
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    "rationale": "Making replacement wooden parts is woodworking at a bench.",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Mixing and measuring glue happens at the bench.",
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  {
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    "rationale": "Aligning pads and keys is fine adjustment done by hand.",
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    "rationale": "Voicing piano hammers with needles and sanding paddles is delicate handwork.",
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    "rationale": "Soldering posts and parts into place is fine handwork.",
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      3
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    "rationale": "Servicing a movement, case and bracelet is hand work at the bench.",
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    "rationale": "Regulating a movement means tweezers on the actual balance.",
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      4
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    "rationale": "Job records, serial numbers and charges are structured data software handles.",
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    "modelId": "claude-opus-5",
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    "rationale": "Demagnetizing a movement is done with the watch on the machine.",
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    "rationale": "Wiring, pipes and machinery have to be physically assembled and fitted, so this is hands-on work throughout.",
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    "modelId": "claude-opus-5",
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      3
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      2
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    "rationale": "Logging what was repaired and what it cost is straightforward record-keeping that software can capture and file automatically.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
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    "rationale": "Cleaning and lubricating machine parts is hands-on work that has to be done at the machine.",
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    "modelId": "claude-opus-5",
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  {
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      3
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    "rationale": "Adjusting parts with hand tools and levels is physical work done directly on the device.",
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    "d": [
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    "confidence": "high",
    "unstable": false,
    "rationale": "Painting and repairing roofs, floors and walls is manual building work carried out on site.",
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    "modelId": "claude-opus-5",
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    "rationale": "Cutting and welding metal is skilled physical work.",
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    "rationale": "Aligning and balancing installed equipment is physical adjustment that has to happen at the machine.",
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    "rationale": "Measuring worn parts with calipers and micrometers means physically handling each part.",
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    "rationale": "Setting up and running machine tools to make or mend parts is hands-on workshop work.",
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    "modelId": "claude-opus-5",
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    "rationale": "Building or repairing wooden counters, benches and sheds is manual carpentry done on site.",
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    "rationale": "Boilers are assembled physically on site with hand tools, so this cannot be done from a screen.",
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    "rationale": "Installing efficiency equipment in buildings is physical work carried out at the property.",
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    "rationale": "Replacing burners, hoses and parts on a boiler is hands-on maintenance at the equipment.",
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    "rationale": "Positioning and blowing insulation into buildings and pipework is physical work done on site.",
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    "rationale": "Landscaping and snow clearing are outdoor physical jobs done at the property.",
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    "rationale": "Designing a new tool or fixture is creative engineering where AI gives useful starting points but not finished designs.",
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    "rationale": "Repairing a fiberglass blade is physical work at height.",
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    "modelId": "claude-opus-5",
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    "rationale": "Fixing a hydraulic or electrical fault means hands on the machine, even when software suggests the cause.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Climbing a tower to work on equipment is as physical as work gets.",
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    "rationale": "Resetting hardware with chisels and screwdrivers is hands-on work.",
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    "rationale": "Repairing plumbing and gas leaks is physical work on the pipes.",
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    "rationale": "Testing and trimming doors, windows and drawers is physical fitting work.",
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    "rationale": "Hooking up power and switching appliances on is hands-on electrical work.",
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    "rationale": "Guiding heavy equipment through a tight space is entirely hands-on work with the gear.",
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    "rationale": "Bolting pulleys and blocks to beams overhead is physical work at height.",
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    "rationale": "Setting ground rigging and hooking chokers to logs is outdoor physical work.",
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    "rationale": "Cleaning and dressing machine surfaces is manual work on the machine itself.",
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    "rationale": "Driving to job sites is physical travel.",
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    "rationale": "Writing up mileage inspected, repairs done and parts needed is routine reporting software handles well.",
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    "rationale": "Greasing moving parts on gate mechanisms is hands-on.",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning lamp lenses with cloth and solvent is manual work.",
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    "modelId": "claude-opus-5",
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  {
    "taskId": "us-49-9097-23936",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Testing and repairing track circuits is done out on the line.",
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  {
    "taskId": "us-49-9098-3080",
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    "d": [
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      4,
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Tending machinery and watching it run safely means being at the machine.",
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    "modelId": "claude-opus-5",
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  {
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    "d": [
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      4,
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Examining and testing parts for faults means handling the equipment.",
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    "modelId": "claude-opus-5",
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  {
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    "d": [
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      4,
      0,
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Connecting and disconnecting wiring, piping and tubing is handwork.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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    "d": [
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      4,
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting machinery and replacement parts is hands-on work with tools.",
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    "modelId": "claude-opus-5",
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  {
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    "d": [
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      4,
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      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning and lubricating machinery and work areas is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-9098",
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  {
    "taskId": "us-49-9098-3085",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Applying protective coatings to parts is physical work on the item.",
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    "modelId": "claude-opus-5",
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  {
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    "d": [
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      4,
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Carrying tools and parts between work stations is physical work.",
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    "modelId": "claude-opus-5",
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  {
    "taskId": "us-49-9098-3087",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Stripping down and rebuilding equipment is handwork with tools.",
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    "modelId": "claude-opus-5",
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  {
    "taskId": "us-49-9098-3088",
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    "d": [
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      4,
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Assembling and maintaining structures is done with hand and power tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-49-9098",
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  {
    "taskId": "us-49-9098-3090",
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    "d": [
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      4,
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      0,
      1
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    "confidence": "high",
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    "rationale": "Moving and positioning heavy items for assembly is physical work.",
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    "modelId": "claude-opus-5",
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  {
    "taskId": "us-49-9098-3091",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Handing tools and parts to another worker is pure physical assistance.",
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    "modelId": "claude-opus-5",
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  {
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Setting up a work station for mechanics is physical preparation of the space.",
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    "modelId": "claude-opus-5",
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  {
    "taskId": "us-49-9098-20150",
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      1,
      2
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    "rationale": "Adjusting and repairing tools and machines alongside skilled workers is hands-on.",
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  {
    "taskId": "us-49-9098-20151",
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reordering parts against stock levels is routine ordering that inventory software already does.",
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    "modelId": "claude-opus-5",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Fault symptoms can be looked up, but installing and rewiring components is hands-on electrical work.",
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    "modelId": "claude-opus-5",
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  {
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      3
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    "rationale": "Drawings can be produced from plans, but welding and fabricating a part is handwork.",
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  {
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      0,
      3
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    "confidence": "high",
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    "rationale": "Finding and fixing a fault in plant equipment happens with hands on the equipment.",
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  {
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    "confidence": "high",
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    "rationale": "Heat pumps are installed and repaired physically.",
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  {
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      3
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    "rationale": "Plant data can be watched remotely, but adjusting the equipment often means being there.",
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  {
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    "rationale": "Load adjustments follow documented procedures, but the controls are worked on site.",
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    "rationale": "Backfilling a trench is machine and shovel work.",
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      4
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    "rationale": "Heat loss and gain calculations are standard formulas already built into software.",
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  {
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    "rationale": "Layout design is drawing and calculation work, though it must fit the actual property and local rules.",
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    "confidence": "medium",
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    "rationale": "Choosing a loop type follows documented rules applied to what the site offers.",
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    "rationale": "Trenching and laying pipe is heavy outdoor work.",
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    "rationale": "Flushing and purging a new system is physical commissioning work.",
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    "rationale": "Comparing compressors against published specifications is research and matching.",
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    "rationale": "Instruments and controls are mounted and wired by hand.",
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    "rationale": "Switchgear is maintained by hand, under safety rules.",
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    "rationale": "Calibrating and repairing instruments is hands-on work.",
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    "rationale": "Pressure testing pipework is done at the pipes.",
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      2
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    "rationale": "Fitting sheet metal skins onto the aircraft is physical work before welding or riveting.",
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      2
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    "rationale": "Cleaning, oiling and coating components is done by hand on the parts themselves.",
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      2
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      2
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    "rationale": "Making a part on shop machinery is physical work at the machine.",
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    "rationale": "Setting up and running tube-forming machines is physical machine work.",
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    "rationale": "Etching or labeling tubing and cables has to be done physically on each item.",
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    "rationale": "Cutting cable and tubing to template lengths is done by hand with cutters or saws.",
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    "rationale": "Building a prototype demonstrator is hands-on assembly work in the shop.",
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    "rationale": "Cleaning aircraft parts with solvents is physical work in the shop.",
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    "rationale": "Bolting, riveting and clamping parts onto an aircraft is hands-on work that has to happen at the airframe itself.",
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    "rationale": "Repairing or swapping a part is physical work on the machine, not something done from a screen.",
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    "rationale": "Cutting, filing and bending parts until they fit is done by hand at the bench.",
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    "rationale": "Installing assemblies by hand, or signaling the crane operator, happens on the shop floor.",
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    "rationale": "Routing and connecting control cables with hand tools is physical work inside the aircraft.",
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    "rationale": "Fitting accessories into a swaging machine is hands-on setup work.",
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      3
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    "rationale": "Cutting, stripping and bending wire leads is done by hand with pliers.",
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      2
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    "rationale": "Painting components and baking them is physical work.",
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    "rationale": "Taking motors apart and repairing parts with hand tools is manual work.",
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    "rationale": "Lining slots with insulation and fitting coils is delicate handwork.",
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    "rationale": "Clear written instructions can be produced automatically, but showing a colleague the knack usually happens at the bench.",
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      2
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  {
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      2
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      2
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    "modelId": "claude-opus-5",
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  {
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    "rationale": "Rolling out air bubbles and smoothing seams is hand work on the part.",
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  {
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Spraying resin and chopped fiberglass onto a mold is physical work with a spray gun.",
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  {
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reading the job spec is easy for software, but picking the mats and bracing means being at the racks.",
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  {
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      4,
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      1
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    "rationale": "Pressing wet mat into a mold and working out wrinkles is done by hand.",
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  {
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      4,
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      1
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    "rationale": "Mixing resin and wetting out cloth by brush is hands on.",
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    "modelId": "claude-opus-5",
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  {
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      4,
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      1
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    "confidence": "high",
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    "rationale": "Bonding wood strips into a hull is physical assembly work.",
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    "modelId": "claude-opus-5",
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  {
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      0,
      2
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  {
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    "rationale": "Trimming excess material with shears or a knife is hand work.",
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  {
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      1
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  {
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      2
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    "rationale": "Curing parts means moving them to heat lamps or ovens.",
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  {
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      1
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  {
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      1
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  {
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    "rationale": "Waxing and lacquering mold surfaces is done by hand.",
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  {
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  {
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      2
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    "rationale": "Fitting tiny watch parts together under a loupe is precise handwork at the bench.",
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  {
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  {
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  {
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      2
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  {
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      2
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  {
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  {
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  {
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      1
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    "rationale": "Bending a hairspring or bridge with tweezers to correct it is delicate handwork.",
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  {
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      1
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    "unstable": false,
    "rationale": "Changing timing weights on a balance wheel is done with tools at the bench.",
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    "modelId": "claude-opus-5",
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  {
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      2
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    "rationale": "Adjusting the size and position of tiny parts with calipers and fixtures is precise handwork.",
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  {
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      1
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    "unstable": false,
    "rationale": "Mounting a hairspring and balance wheel in truing calipers is fine manual work.",
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    "modelId": "claude-opus-5",
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  {
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      2
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    "unstable": false,
    "rationale": "The acceptable limits are written down, but judging the gap under magnification is done by eye at the bench.",
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    "rationale": "Checking and truing a hairspring assembly is fine handwork under magnification.",
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    "rationale": "Pulling the needed details out of work orders, sketches and blueprints is document reading software does well.",
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    "rationale": "Tightening or replacing a loose jewel is precise work with watchmakers’ tools.",
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    "rationale": "Shovelling and sweeping is done with hands and tools in the workplace itself.",
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    "rationale": "Setting the oven and loading it needs hands in a hot kitchen.",
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    "rationale": "Tipping measured ingredients into a mixer is physical work someone has to do.",
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    "rationale": "The safety rules are documented, but checking and cleaning the machinery is physical work in the bakery.",
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    "rationale": "Production and stock records are structured paperwork that software can keep almost entirely on its own.",
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    "rationale": "Placing orders can be automated, but checking in a delivery means someone at the back door.",
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    "rationale": "Wrapping, weighing, labeling and pricing meat is physical counter work, even though scales print the labels.",
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    "rationale": "Arranging cuts attractively in a display counter is done by hand.",
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    "rationale": "Cutting a special order for a customer is hands-on knife work.",
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    "rationale": "Cutting, boning and grinding meat is skilled knife work.",
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    "rationale": "Checking meat quality on delivery and putting it into storage is physical handling.",
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    "rationale": "Shaping, lacing and tying roasts is done by hand with knife and twine.",
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    "rationale": "Supervising other cutters happens on the shop floor alongside them.",
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    "rationale": "Keeping records of meat received, issued and sold is ordinary record-keeping that software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-3021",
    "occupationId": null
  },
  {
    "taskId": "us-51-3021-8792",
    "score": 26,
    "band": "low",
    "range": [
      19,
      33
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    "d": [
      2,
      1,
      0,
      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Negotiating order details with suppliers is a commercial conversation, though the price comparisons behind it can be prepared automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-3021",
    "occupationId": null
  },
  {
    "taskId": "us-51-3021-8793",
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    "band": "minimal",
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      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Curing, smoking and tenderizing meat is physical processing work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-3021",
    "occupationId": null
  },
  {
    "taskId": "us-51-3022-8795",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cutting and trimming meat with knives and saws is skilled hand work at the block.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:19:38.820Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-3022",
    "occupationId": null
  },
  {
    "taskId": "us-51-3022-8796",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning, trimming and sectioning carcasses is heavy hand work in the plant.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:19:38.820Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-3022",
    "occupationId": null
  },
  {
    "taskId": "us-51-3022-8797",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cutting and trimming meat ready for packing is entirely done by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:19:38.820Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-3022",
    "occupationId": null
  },
  {
    "taskId": "us-51-3022-8798",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Removing skin, feathers, scales or bones is manual work on the carcass itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:19:38.820Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-3022",
    "occupationId": null
  },
  {
    "taskId": "us-51-3022-8799",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      1,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Spotting bruises and trimming fat off requires eyes and knife on the actual carcass.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:19:38.820Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-3022",
    "occupationId": null
  },
  {
    "taskId": "us-51-3022-8800",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Producing hamburger meat and trimmings means operating grinders with the meat in hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:19:38.820Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-3022",
    "occupationId": null
  },
  {
    "taskId": "us-51-3022-8801",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      1,
      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Breaking primal cuts down into retail portions is skilled knife work at the bench.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:19:38.820Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-3022",
    "occupationId": null
  },
  {
    "taskId": "us-51-3022-8802",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      1,
      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Fetching and moving the specified meat or carcass is physical handling in a cold room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:19:38.820Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-3022",
    "occupationId": null
  },
  {
    "taskId": "us-51-3022-8803",
    "score": 0,
    "band": "minimal",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Sorting meat and byproducts into containers and sealing them is physical handling.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:19:38.820Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-3022",
    "occupationId": null
  },
  {
    "taskId": "us-51-3022-8804",
    "score": 0,
    "band": "minimal",
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      0,
      4
    ],
    "d": [
      1,
      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Weighing meat and tagging containers means handling the product at the scale.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:19:38.820Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-3022",
    "occupationId": null
  },
  {
    "taskId": "us-51-3022-8805",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning and salting hides is heavy physical work at the bench.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:19:38.820Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-3022",
    "occupationId": null
  },
  {
    "taskId": "us-51-3022-8807",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Filleting, portioning, breading and saucing ready-to-heat food is done with your hands.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:19:38.820Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-3022",
    "occupationId": null
  },
  {
    "taskId": "us-51-3023-13986",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Boning and cutting a carcass into retail cuts is skilled knife work done by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:04:43.907Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-3023",
    "occupationId": null
  },
  {
    "taskId": "us-51-3023-13987",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Separating and washing edible parts by hand is physical work at the line.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:04:43.907Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-3023",
    "occupationId": null
  },
  {
    "taskId": "us-51-3023-13989",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Opening and trimming carcasses is done with knives, by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:04:43.907Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-3023",
    "occupationId": null
  },
  {
    "taskId": "us-51-3023-13990",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Working a station on the processing line means standing there making the cuts.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:04:43.907Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-3023",
    "occupationId": null
  },
  {
    "taskId": "us-51-3023-13991",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      7
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    "d": [
      0,
      4,
      3,
      0,
      0
    ],
    "confidence": "high",
    "unstable": true,
    "rationale": "Slaughtering acts must be carried out by hand by a certificated person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:04:43.907Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-51-3023-13992",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Removing hair or feathers and washing carcasses is physical work on the line.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:04:43.907Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-3023",
    "occupationId": null
  },
  {
    "taskId": "us-51-3023-13993",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Trimming and curing hides is done by hand with tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:04:43.907Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-3023",
    "occupationId": null
  },
  {
    "taskId": "us-51-3023-13994",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      1,
      0,
      0
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Shackling animals is heavy physical handling.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:04:43.907Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-51-3023-13995",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Skinning is hand work on the animal.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:04:43.907Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-51-3023-13996",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      0
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Trimming and removing head parts is hands-on cutting work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:04:43.907Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-3023",
    "occupationId": null
  },
  {
    "taskId": "us-51-3023-13997",
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    "band": "minimal",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Sawing and splitting carcasses is physical work with a saw.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:04:43.907Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-3023",
    "occupationId": null
  },
  {
    "taskId": "us-51-3023-13998",
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    "band": "minimal",
    "range": [
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      4
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    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Running meat through a grinder means loading and operating the machine by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:04:43.907Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-3023",
    "occupationId": null
  },
  {
    "taskId": "us-51-3023-13999",
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      7
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    "d": [
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      4,
      3,
      0,
      1
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    "confidence": "high",
    "unstable": true,
    "rationale": "Stunning must be done in person by someone holding a certificate of competence.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "occupationId": null
  },
  {
    "taskId": "us-51-3023-14000",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Wrapping carcasses and cuts is hand work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-51-3091-10058",
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      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Judging a product by feel, taste and smell needs a person right there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:30:10.708Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-3091",
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  },
  {
    "taskId": "us-51-3091-10059",
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    "range": [
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      21
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    "d": [
      2,
      3,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Modern controls log much of this, but reading gauges and adjusting valves happens at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "us-51-3091-10060",
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Operating roasting and drying equipment is hands-on machine tending.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "us-51-3091-10061",
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    "d": [
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      4,
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      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Lighting ovens and burners and starting equipment is hands-on machine work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:30:10.708Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-3091",
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  },
  {
    "taskId": "us-51-3091-10062",
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      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Spotting a jam by sound and sight means standing at the line.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:30:10.708Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-3091",
    "occupationId": null
  },
  {
    "taskId": "us-51-3091-10063",
    "score": 69,
    "band": "high",
    "range": [
      65,
      73
    ],
    "d": [
      4,
      1,
      0,
      0,
      3
    ],
    "confidence": "high",
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      3
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    "rationale": "Tending kettles, cookers and vats means operating real equipment by hand on the plant floor.",
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    "rationale": "Opening valves to admit water, steam or air into equipment is hands-on operation at the machine.",
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    "rationale": "Shaping metal by working the machine controls happens at the machine itself.",
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    "rationale": "Matching part sizes to a chart is easy to look up, but the parts still have to be fetched and fitted.",
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    "rationale": "Sharpening tools on a bench grinder is manual work.",
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    "rationale": "Driving a forklift around a plant is physical vehicle operation, outside what office software can do.",
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    "rationale": "Spot welding sheet metal is physical joining work that needs the equipment and an operator.",
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      3
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    "rationale": "Speeds and feeds come from published tables that software handles well, but dialing them into the machine still needs someone there.",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting tooling into a spindle is a purely physical setup step.",
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    "modelId": "claude-opus-5",
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    "unstable": false,
    "rationale": "Swapping a worn cutter with a wrench is entirely a hands on job at the machine.",
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    "modelId": "claude-opus-5",
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    "rationale": "Clamping and bolting a workpiece to the table is physical work that has to be done by hand.",
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    "modelId": "claude-opus-5",
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    "rationale": "Moving the machine’s controls onto the workpiece is a hands on action at the machine itself.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Turning coolant valves and aiming the flow at the cut is done by hand at the machine.",
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    "modelId": "claude-opus-5",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Running a drill press to bore holes is machine work performed by a person standing at it.",
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    "rationale": "Setting a zero point on the actual workpiece requires touching off the tool on real metal.",
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    "rationale": "Watching and listening to a running machine for trouble depends on being beside it as it cuts.",
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    "rationale": "Lifting heavy workpieces onto a table, by hand or by hoist, is physical work in the shop.",
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    "rationale": "Checking alignment with a dial indicator mounted in the spindle means being at the machine with the instrument.",
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    "rationale": "Setting up and running a tracing attachment to copy a contour happens physically at the machine.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Grinding a cutting tool to a sharp edge is skilled manual work at the bench.",
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    "modelId": "claude-opus-5",
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    "rationale": "Measuring a finished part with gauges and micrometers means handling the part itself.",
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    "rationale": "Setting up and tending grinding and polishing tools is physical work at the machine.",
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    "modelId": "claude-opus-5",
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    "rationale": "Pulling specifications and tool requirements out of blueprints and work orders is reading, though it happens at the machine.",
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    "rationale": "Applying lubricant or directing coolant onto the work is hands-on.",
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    "rationale": "Sliding spacers between buffs on a spindle is done by hand.",
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    "rationale": "Hand-feeding material through cutters is physical work at the machine.",
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    "rationale": "Adjusting air cylinders and stops means turning the actual parts on the machine.",
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    "rationale": "Replacing or repairing machine parts is done with hand tools on the machine.",
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      3
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    "rationale": "Picking a cutting tool from written specifications is a lookup job, though the shop's own tooling matters.",
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    "modelId": "claude-opus-5",
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    "rationale": "Changing and sharpening cutting tools is hands on bench work.",
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      3
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    "rationale": "Topping up oil and coolant is physical machine upkeep.",
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    "rationale": "Cleaning a work area is entirely physical and nothing about it can be done from a screen.",
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    "rationale": "Fitting routers and engravers to a machine is hands-on work.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Weighing material into a furnace is physical handling.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:38:06.513Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-4051",
    "occupationId": null
  },
  {
    "taskId": "us-51-4051-10163",
    "score": 8,
    "band": "minimal",
    "range": [
      4,
      12
    ],
    "d": [
      1,
      3,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Setting fuel, air and coolant on a live furnace means being at the controls on the plant floor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:38:06.513Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-4051",
    "occupationId": null
  },
  {
    "taskId": "us-51-4051-10164",
    "score": 8,
    "band": "minimal",
    "range": [
      4,
      12
    ],
    "d": [
      1,
      3,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Finding wear and damage on a furnace means walking up to it and looking.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:38:06.513Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-4051",
    "occupationId": null
  },
  {
    "taskId": "us-51-4051-10165",
    "score": 8,
    "band": "minimal",
    "range": [
      4,
      12
    ],
    "d": [
      1,
      3,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Judging metal color and turning fuel valves means standing at the furnace.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:38:06.513Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-4051",
    "occupationId": null
  },
  {
    "taskId": "us-51-4051-10166",
    "score": 24,
    "band": "low",
    "range": [
      17,
      31
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    "d": [
      1,
      1,
      0,
      0,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "This is watching a screen, but software that reliably watches a furnace is not something an employer can simply buy.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:38:06.513Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-4051",
    "occupationId": null
  },
  {
    "taskId": "us-51-4051-10167",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Skimming impurities off molten metal is done by hand with a strainer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:38:06.513Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-4051",
    "occupationId": null
  },
  {
    "taskId": "us-51-4051-10168",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Shoveling fuel and materials into a furnace is manual labor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:38:06.513Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-4051",
    "occupationId": null
  },
  {
    "taskId": "us-51-4051-10169",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Sprinkling chemicals onto molten metal is hands on work at the furnace.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:38:06.513Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-4051",
    "occupationId": null
  },
  {
    "taskId": "us-51-4051-10170",
    "score": 4,
    "band": "minimal",
    "range": [
      0,
      8
    ],
    "d": [
      1,
      3,
      0,
      2,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Directing a repair crew inside a furnace means being on site with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:38:06.513Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-4051",
    "occupationId": null
  },
  {
    "taskId": "us-51-4051-10171",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Crushing, cleaning and loading furnace material is manual work with tools and machines.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:38:06.513Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-4051",
    "occupationId": null
  },
  {
    "taskId": "us-51-4051-10172",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Scraping and sifting metal oxide off floors and molds is manual work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:38:06.513Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-4051",
    "occupationId": null
  },
  {
    "taskId": "us-51-4052-12006",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Taking a sample of molten metal, or signaling someone to, happens on the furnace floor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:54:37.562Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-4052",
    "occupationId": null
  },
  {
    "taskId": "us-51-4052-12007",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Pouring molten metal into a mold is dangerous physical work done at the furnace.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:54:37.562Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-4052",
    "occupationId": null
  },
  {
    "taskId": "us-51-4052-12008",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Judging metal readiness by watching its color and adjusting the flame happens at the furnace with eyes on the melt.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:54:37.562Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-4052",
    "occupationId": null
  },
  {
    "taskId": "us-51-4052-12009",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Examining a mold for cleanliness and coating means looking at and touching the actual mold.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:54:37.562Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-4052",
    "occupationId": null
  },
  {
    "taskId": "us-51-4052-12010",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Moving ladles, crucibles and nozzles into place is heavy physical positioning work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:54:37.562Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-4052",
    "occupationId": null
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  {
    "taskId": "us-51-4052-12011",
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    "band": "minimal",
    "range": [
      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Skimming slag with rakes and burners is manual work over hot metal.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:54:37.562Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-4052",
    "occupationId": null
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  {
    "taskId": "us-51-4052-12012",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Turning water valves and spraying molds to cool metal is done by hand at the equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:54:37.562Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-4052",
    "occupationId": null
  },
  {
    "taskId": "us-51-4052-12013",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Topping up a mold as the metal shrinks is a timed physical action at the pour.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:54:37.562Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-4052",
    "occupationId": null
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  {
    "taskId": "us-51-4052-12014",
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    "band": "minimal",
    "range": [
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      4
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    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Pulling levers to release molten steel into molds is a physical operation at the ladle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:54:37.562Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-4052",
    "occupationId": null
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  {
    "taskId": "us-51-4052-12015",
    "score": 0,
    "band": "minimal",
    "range": [
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      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Loading metal and flux into a furnace is physical handling of heavy material.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:54:37.562Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-4052",
    "occupationId": null
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  {
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    "band": "minimal",
    "range": [
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      4
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    "d": [
      0,
      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Clearing set steel from a pouring nozzle needs bars or a burner in someone’s hands.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:54:37.562Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
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  {
    "taskId": "us-51-4052-12017",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Setting cores into casting frames by hand is physical assembly at the molding station.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:54:37.562Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-4052",
    "occupationId": null
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  {
    "taskId": "us-51-4052-12018",
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    "band": "minimal",
    "range": [
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      4
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    "d": [
      0,
      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Getting ingots and cores out of molds with cranes and hand tools is heavy manual work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:54:37.562Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-4052",
    "occupationId": null
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  {
    "taskId": "us-51-4052-12019",
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    "band": "minimal",
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      4
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    "d": [
      0,
      4,
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Driving a forklift to move ingots into storage is physical work in the plant.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:54:37.562Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-4052",
    "occupationId": null
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  {
    "taskId": "us-51-4052-12020",
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    "band": "minimal",
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      4
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    "d": [
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      4,
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      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Stenciling markings onto ingots with hand tools means physically marking each piece.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:54:37.562Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-4052",
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  {
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      4
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    "d": [
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Repairing molds and equipment with sledges and bars is hands on maintenance work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:54:37.562Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-4052",
    "occupationId": null
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  {
    "taskId": "us-51-4061-12022",
    "score": 56,
    "band": "partial",
    "range": [
      49,
      63
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    "d": [
      3,
      1,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reading drawings to work out dimensions, tooling and the order of operations is planning software increasingly does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:55:12.172Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-4061",
    "occupationId": null
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  {
    "taskId": "us-51-4061-12023",
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    "band": "minimal",
    "range": [
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      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Setting up and running a lathe or press is hands-on machine work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:55:12.172Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-4061",
    "occupationId": null
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  {
    "taskId": "us-51-4061-12024",
    "score": 8,
    "band": "minimal",
    "range": [
      1,
      15
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    "d": [
      1,
      3,
      0,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking a part against spec means putting measuring instruments on the actual object.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:55:12.172Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-4061",
    "occupationId": null
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  {
    "taskId": "us-51-4061-12025",
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    "band": "minimal",
    "range": [
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      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cutting and forming metal parts is physical shop work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:55:12.172Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-4061",
    "occupationId": null
  },
  {
    "taskId": "us-51-4061-12026",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Marking reference points and dimensions onto the material is done by hand at the bench.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:55:12.172Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-4061",
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  {
    "taskId": "us-51-4061-12027",
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    "band": "minimal",
    "range": [
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      4
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    "d": [
      0,
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      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Drilling and reaming holes is hands-on tool work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:55:12.172Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-4061",
    "occupationId": null
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  {
    "taskId": "us-51-4061-12028",
    "score": 0,
    "band": "minimal",
    "range": [
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      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Grinding, filing and sanding to size is physical finishing work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:55:12.172Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-4061",
    "occupationId": null
  },
  {
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    "rationale": "Cutting and trimming metal blanks to size is machine and hand work.",
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    "rationale": "Fixture design starts well from software, but the layout that actually works owes a lot to shop-floor experience.",
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    "rationale": "Picking an alloy by hardness or heat tolerance is a documented lookup with judgment that software handles reliably.",
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    "rationale": "Setting up and drilling on a press needs an operator at the machine.",
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    "rationale": "Dressing electrodes with files and dressers is hand work on the tooling.",
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    "rationale": "Tending auxiliary welding equipment is physical machine attendance.",
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    "rationale": "Software can sketch a jig design, but building it is metalwork done in the shop.",
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      3
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    "rationale": "Recording when parts came out of the furnace is simple logging that equipment can timestamp itself.",
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    "rationale": "Choosing bath types and quench media comes from published heat-treating charts and standard practice.",
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    "rationale": "Positioning stock in a furnace with tongs and hoists is heavy hand work.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:27.864Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
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  {
    "taskId": "us-51-4193-10312",
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      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Setting up and running a plating line is physical machine work on the shop floor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:27.864Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-4193",
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  {
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Feeding materials into the machine is manual loading work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:27.864Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-51-4193-10314",
    "score": 8,
    "band": "minimal",
    "range": [
      1,
      15
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    "d": [
      1,
      3,
      0,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Testing that machinery runs properly means being at the machine, even though the verdict is information.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:27.864Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-4193",
    "occupationId": null
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  {
    "taskId": "us-51-4193-10315",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Operating a hoist to load workpieces is physical equipment handling.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:27.864Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-4193",
    "occupationId": null
  },
  {
    "taskId": "us-51-4193-10316",
    "score": 56,
    "band": "partial",
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      52,
      60
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    "d": [
      3,
      1,
      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Production records are plain data entry and summarizing, which software does reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-4193",
    "occupationId": null
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  {
    "taskId": "us-51-4193-10317",
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    "band": "minimal",
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      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Setting temperature and speed controls means being at the machine’s panel.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-4193",
    "occupationId": null
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  {
    "taskId": "us-51-4193-10318",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Lifting parts out of solution at intervals and looking them over is physical line work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:27.864Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-4193",
    "occupationId": null
  },
  {
    "taskId": "us-51-4193-10319",
    "score": 8,
    "band": "minimal",
    "range": [
      1,
      15
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    "d": [
      1,
      3,
      0,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Reading gauges is information, but the stopping and adjusting happens with hands on the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:27.864Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-4193",
    "occupationId": null
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  {
    "taskId": "us-51-4193-10320",
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    "band": "minimal",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Loading containers and moving them on carts is physical materials handling.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:27.864Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-4193",
    "occupationId": null
  },
  {
    "taskId": "us-51-4193-10321",
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    "band": "minimal",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning tanks and greasing conveyors is hands-on maintenance work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:27.864Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-4193",
    "occupationId": null
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  {
    "taskId": "us-51-4193-10322",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Hosing down and scraping equipment is physical cleaning on the shop floor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-4193",
    "occupationId": null
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  {
    "taskId": "us-51-4193-10323",
    "score": 56,
    "band": "partial",
    "range": [
      49,
      63
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    "d": [
      3,
      1,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Working out plating current and time from part size and material is a documented calculation software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-4193",
    "occupationId": null
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  {
    "taskId": "us-51-4193-10324",
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      4
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    "d": [
      0,
      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Hanging plating metal on the anodes is physical handling at the tank.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:27.864Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-4193",
    "occupationId": null
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  {
    "taskId": "us-51-4193-10325",
    "score": 8,
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      1,
      15
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    "d": [
      1,
      3,
      0,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking plating thickness with a micrometer needs the part and the tool in hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:27.864Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-4193",
    "occupationId": null
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  {
    "taskId": "us-51-4193-10326",
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      4
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      0,
      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Turning the dials that control current and voltage means standing at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-4193",
    "occupationId": null
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  {
    "taskId": "us-51-4193-10327",
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      4
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    "d": [
      0,
      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Rinsing and drying plated parts is physical handling at the line.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:27.864Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-4193",
    "occupationId": null
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  {
    "taskId": "us-51-4193-10328",
    "score": 8,
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      15
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    "d": [
      1,
      3,
      0,
      0,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Measuring deposit thickness needs a micrometer in hand on the actual part.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-4193",
    "occupationId": null
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  {
    "taskId": "us-51-4193-10329",
    "score": 8,
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      1,
      15
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      1,
      3,
      0,
      0,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Weighing and measuring materials requires hands on scales and rulers in the plating shop.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:27.864Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-4193",
    "occupationId": null
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  {
    "taskId": "us-51-4193-10330",
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      4
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    "d": [
      0,
      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Hanging parts on cathode rods and lowering them in is manual work at the tank.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:27.864Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-4193",
    "occupationId": null
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  {
    "taskId": "us-51-4193-10331",
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      4
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    "d": [
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      4,
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      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Measuring, marking and masking a part is done by hand on the part.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:27.864Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
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  {
    "taskId": "us-51-4193-10332",
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      4
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    "d": [
      0,
      4,
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      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Mixing solutions and opening valves to fill tanks is chemical handling in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-4193",
    "occupationId": null
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  {
    "taskId": "us-51-4193-10333",
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      4
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      0,
      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Racking parts and wheeling them to the ovens is manual movement of goods.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:27.864Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-4193",
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  {
    "taskId": "us-51-4193-10335",
    "score": 43,
    "band": "partial",
    "range": [
      36,
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      2,
      1,
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can read a schedule and suggest setups, but much of the machine knowledge is specific to the shop.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-4193",
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  {
    "taskId": "us-51-4193-10337",
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      4,
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      0,
      1
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    "unstable": false,
    "rationale": "Fixing parts into frames or onto terminals is hand work at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-4193",
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  {
    "taskId": "us-51-4193-10338",
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      4
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    "d": [
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      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Setting stops, rolls and guides with hand tools is adjustment made at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-4193",
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  {
    "taskId": "us-51-4193-10339",
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      4
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      0,
      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Putting workpieces into an oven to preheat is manual loading.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-4193",
    "occupationId": null
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  {
    "taskId": "us-51-4193-10340",
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      4
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      0,
      4,
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Swapping worn parts with hand tools is physical maintenance on the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-4193",
    "occupationId": null
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  {
    "taskId": "us-51-4193-10342",
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      4
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    "d": [
      0,
      4,
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning up parts with air lines or grinders is hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "occupationId": null
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  {
    "taskId": "us-51-4193-10343",
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      4
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    "d": [
      0,
      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Wire-brushing workpieces is manual cleaning of each part.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-4193",
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  {
    "taskId": "us-51-4193-10345",
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      4
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    "d": [
      0,
      4,
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Sandblasting is physical surface work done with equipment in a booth.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-4193",
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  {
    "taskId": "us-51-4194-10348",
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      4
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Dressing a wheel is done by hand at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:51:00.242Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-4194",
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  {
    "taskId": "us-51-4194-10349",
    "score": 8,
    "band": "minimal",
    "range": [
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      15
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    "d": [
      1,
      3,
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      0,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Spotting trouble comes from the sound and feel of the machine while standing at it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:51:00.242Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-4194",
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  {
    "taskId": "us-51-4194-10350",
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    "band": "minimal",
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      4
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    "d": [
      0,
      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Judging a finished surface by feel and by measuring it needs the part in your hands.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:51:00.242Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-4194",
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  {
    "taskId": "us-51-4194-10351",
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      2
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    "rationale": "Adjusting ink fountain flow is a hands-on setting made at the press.",
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      2
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  {
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  {
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  {
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    "rationale": "Judging fabric by touch, or burning a sample to test it, needs the article in hand.",
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  {
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    "rationale": "Hanging garments on stretch frames is physical work.",
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    "rationale": "Immersing articles in bleaching baths is physical work.",
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    "taskId": "us-51-6021-14036",
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      0,
      4
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    "d": [
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Lowering the pressing head onto the garment is physical machine operation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
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  {
    "taskId": "us-51-6021-14037",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Taking pressed items off the machine and hanging them is physical handling.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-6021",
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  },
  {
    "taskId": "us-51-6021-14038",
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    "range": [
      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Hanging, folding, bagging and tagging garments is physical handling work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-6021",
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  },
  {
    "taskId": "us-51-6021-14039",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Sliding fabric over a heated form to shape it is done by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-6021",
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  },
  {
    "taskId": "us-51-6021-14040",
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    "range": [
      7,
      21
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    "d": [
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      3,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Care labels give the guidance, but choosing and setting the right press happens with the garment in hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-6021",
    "occupationId": null
  },
  {
    "taskId": "us-51-6021-14041",
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    "range": [
      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Pushing an iron across fabric is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-6021",
    "occupationId": null
  },
  {
    "taskId": "us-51-6021-14042",
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      0,
      4
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    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Setting and pressing pleats to match the old ones is skilled handwork at the press.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-6021",
    "occupationId": null
  },
  {
    "taskId": "us-51-6021-14043",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Straightening and smoothing material before pressing is handwork.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "occupationId": null
  },
  {
    "taskId": "us-51-6021-14044",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Finishing shirts and jackets with a hand iron is manual work at the board.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-6021",
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  {
    "taskId": "us-51-6021-14045",
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      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Laying garments onto tables and feed mechanisms is manual handling.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-6021",
    "occupationId": null
  },
  {
    "taskId": "us-51-6021-14046",
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      0,
      4
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    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Spraying water over fabric to soften it is physical work.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-6021",
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  },
  {
    "taskId": "us-51-6021-14047",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Moistening material to soften it is physical work.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-51-6021-14048",
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      0,
      4
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    "d": [
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      4,
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Steaming velvet and brushing the pile back up is skilled handwork.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-6021",
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  {
    "taskId": "us-51-6021-14049",
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      4
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    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Hand-ironing an evening gown to a high finish is skilled handwork.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-6021",
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  {
    "taskId": "us-51-6021-14050",
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      4
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Setting temperature and pressure on the machine happens at the controls with the fabric present.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-6021",
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  },
  {
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      4
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      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Shrinking, stretching and blocking garments by hand over forms is manual work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-6021",
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  },
  {
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      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning and lubricating presses is physical maintenance work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
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  {
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      4
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    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Blocking and shaping knitwear after cleaning is skilled handwork.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
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  {
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      4,
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      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Inserting heated forms into ties and touching them up is handwork.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-6021",
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  {
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      4,
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      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Brushing suede or felt to lift the nap is done by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-6021",
    "occupationId": null
  },
  {
    "taskId": "us-51-6021-14056",
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      4
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    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Laying a covering cloth over delicate fabric before pressing is manual work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-6021",
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  },
  {
    "taskId": "us-51-6021-14057",
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      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Pressing ties on a small press is handwork.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "us-51-6021-14058",
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    "d": [
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      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting and adjusting press rollers and forms with hoists and tools is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-6021",
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  {
    "taskId": "us-51-6021-14059",
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
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    "rationale": "Measuring and inspecting a finished garment means handling it with a tape or gauge.",
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    "modelId": "claude-opus-5",
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  {
    "taskId": "us-51-6021-14060",
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    "d": [
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      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Sewing new material onto a leader is manual machine work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      1
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    "confidence": "high",
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    "rationale": "Measuring, cutting, folding and pressing fabric into a heading is manual work.",
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    "scoredUnderOccupationId": "us-soc-51-6021",
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  {
    "taskId": "us-51-6021-21026",
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      2
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    "unstable": false,
    "rationale": "Finding and treating a stain means handling the garment and testing the fabric.",
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    "scoredUnderOccupationId": "us-soc-51-6021",
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  {
    "taskId": "us-51-6031-12149",
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      2
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    "rationale": "Spotting a thread break or bad stitch means standing at the running machine.",
    "promptVersion": "task_scoring_v1.0",
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    "scoredUnderOccupationId": "us-soc-51-6031",
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  {
    "taskId": "us-51-6031-12150",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Placing fabric accurately under the needle is hands-on work at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-6031",
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  {
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      4,
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Threading a machine and loading bobbins is fine hand work at the bench.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-6031",
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  },
  {
    "taskId": "us-51-6031-12152",
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    "d": [
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Matching cloth pieces and dye lots means handling the fabric.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
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  {
    "taskId": "us-51-6031-12153",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Guiding fabric under a needle is entirely manual.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "us-51-6031-12154",
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Starting and tending a sewing machine means standing at it throughout.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-6031",
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  {
    "taskId": "us-51-6031-12155",
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    "band": "high",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Recording quantities is simple admin, though the amounts come from what was actually used at the bench.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "us-51-6031-12156",
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    "d": [
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      0,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Cameras can flag some faults, but checking garments and marking errors happens with the item in hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-6031",
    "occupationId": null
  },
  {
    "taskId": "us-51-6031-12157",
    "score": 13,
    "band": "minimal",
    "range": [
      6,
      20
    ],
    "d": [
      2,
      3,
      0,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "The spec says which thread and fasteners to use, but someone has to pick and fit them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-6031",
    "occupationId": null
  },
  {
    "taskId": "us-51-6031-12158",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting blades, needles and pattern plates is physical setup work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-6031",
    "occupationId": null
  },
  {
    "taskId": "us-51-6031-12159",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Trimming loose thread and cloth is done by hand with scissors.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-6031",
    "occupationId": null
  },
  {
    "taskId": "us-51-6031-12160",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Folding and stretching fabric while sewing is skilled hand work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-6031",
    "occupationId": null
  },
  {
    "taskId": "us-51-6031-12161",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Changing needles and oiling machines is hands-on maintenance.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-6031",
    "occupationId": null
  },
  {
    "taskId": "us-51-6031-12162",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Measuring a finished garment with a ruler means handling the item itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-6031",
    "occupationId": null
  },
  {
    "taskId": "us-51-6031-12163",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Turning dials and screws to set up a machine is hands-on adjustment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-6031",
    "occupationId": null
  },
  {
    "taskId": "us-51-6031-12164",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Repairing or altering a garment is done with the item under the needle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-6031",
    "occupationId": null
  },
  {
    "taskId": "us-51-6031-12165",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cutting cloth with blades or an electric knife is hand work at the table.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-6031",
    "occupationId": null
  },
  {
    "taskId": "us-51-6031-12166",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Taking finished pieces off the machine is physical work at the bench.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-6031",
    "occupationId": null
  },
  {
    "taskId": "us-51-6031-12167",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Laying out and marking patterns on cloth is physical work at the table.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-6031",
    "occupationId": null
  },
  {
    "taskId": "us-51-6031-12168",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Setting fabric into clamps and frames is physical work at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-6031",
    "occupationId": null
  },
  {
    "taskId": "us-51-6031-12169",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Attaching trim and elastic to a garment is precise hand work.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-6031",
    "occupationId": null
  },
  {
    "taskId": "us-51-6031-12170",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Buttonholing and tacking are machine functions run with the fabric in place.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-6031",
    "occupationId": null
  },
  {
    "taskId": "us-51-6031-12171",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting buttons, zips and fasteners is fine hand work at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-6031",
    "occupationId": null
  },
  {
    "taskId": "us-51-6031-12172",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Basting parts together to hold them for assembly is hand sewing.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-6031",
    "occupationId": null
  },
  {
    "taskId": "us-51-6031-12173",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Rejoining thread is a small, fiddly job done by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-51-6031-12174",
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    "band": "minimal",
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      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Marking fabric and pinning appliques is done by hand on the cloth.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-6031",
    "occupationId": null
  },
  {
    "taskId": "us-51-6041-14062",
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      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cutting parts out with knives, shears or a press is physical work at the bench.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:46:47.259Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-6041",
    "occupationId": null
  },
  {
    "taskId": "us-51-6041-14063",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Building and repairing leather goods is skilled handwork with needles, glue and tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:46:47.259Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-6041",
    "occupationId": null
  },
  {
    "taskId": "us-51-6041-14064",
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      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Lining up and stitching or gluing parts together is done by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-6041",
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  {
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      4
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      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Dyeing, stitching, buffing and stamping leather are all done by hand on the material.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-6041",
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  {
    "taskId": "us-51-6041-14066",
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      20
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    "d": [
      2,
      3,
      0,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Choosing materials is partly judgment software can help with, but tracing patterns onto the hide is hands-on.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-6041",
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  {
    "taskId": "us-51-6041-14067",
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      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Trimming new soles and heels to the shape of the shoe is done by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-51-6041",
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  },
  {
    "taskId": "us-51-6041-14068",
    "score": 29,
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      36
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    "d": [
      3,
      2,
      0,
      1,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Pricing a repair from parts and labor is straightforward calculation, though sizing up the job and taking payment happens at the counter.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting uppers, insoles and outsoles onto lasts is physical shoemaking.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      4
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    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cementing, nailing or sewing soles and heels onto shoes is manual work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Shaping heels with a knife and sanding them smooth is hand skill at the bench.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-51-6041",
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  {
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      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Replacing soles and heels on shoe repair machines is hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-6041",
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  {
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      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Making and adjusting orthopedic footwear is skilled handwork on the shoe itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:46:47.259Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-6041",
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  },
  {
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      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Repairing luggage, shoes, saddles and gloves means working on the item itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-6041",
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  },
  {
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      4
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      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Putting shoes on lasts and prising off old soles is physical work with tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:46:47.259Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-6041",
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  },
  {
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      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning and polishing shoes is physical work on the item itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:46:47.259Z",
    "keyingScheme": "text-only",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Draping and folding cloth is judged by touch, with the material in your hands.",
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    "modelId": "claude-opus-5",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Pressing seams with a hot iron is done by hand on the fabric.",
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    "modelId": "claude-opus-5",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Lining up fabric pieces and trimmings by eye and feel happens with the material in your hands.",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "These stitching techniques live in trained hands rather than in written instructions.",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Buttonholes, lace and trim are stitched by hand onto the garment.",
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    "modelId": "claude-opus-5",
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  {
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Knotting and weaving decorative materials is manual work done on the piece itself.",
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    "modelId": "claude-opus-5",
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  {
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      2,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting a garment means the client and the cloth are both in the room.",
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  {
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      1
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    "unstable": false,
    "rationale": "Judging fit means seeing and touching the garment on the customer in person.",
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  {
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      2
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    "unstable": false,
    "rationale": "Sewing is done by hand or at a machine, so a person must physically do it.",
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  {
    "taskId": "us-51-6052-12177",
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      0,
      1,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Measuring and pin-folding happens on the actual garment and body, so it needs hands in the room.",
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    "modelId": "claude-opus-5",
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  {
    "taskId": "us-51-6052-12178",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Changing a hem length is sewing done on the garment.",
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    "modelId": "claude-opus-5",
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  {
    "taskId": "us-51-6052-12179",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Letting out or taking in seams means cutting and restitching real fabric by hand.",
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    "modelId": "claude-opus-5",
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  },
  {
    "taskId": "us-51-6052-12180",
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    "d": [
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Basting and joining garment parts is manual stitching at a bench.",
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    "modelId": "claude-opus-5",
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  {
    "taskId": "us-51-6052-12181",
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Unpicking stitches is delicate handwork on a real garment that software cannot do.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-51-6052",
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  {
    "taskId": "us-51-6052-12182",
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    "d": [
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      0,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Writing the alteration note is easy for software, but the tag has to be attached to the garment.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-51-6052",
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  {
    "taskId": "us-51-6052-12183",
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      3,
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reading the tag is simple, but you need the garment in front of you to check it.",
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    "keyingScheme": "text-only",
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  {
    "taskId": "us-51-6052-12184",
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    "d": [
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      4,
      0,
      1,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Making and fitting made-to-measure clothing is craft work done by hand on real cloth.",
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    "modelId": "claude-opus-5",
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  {
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      1
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    "confidence": "high",
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    "rationale": "Keeping a garment hanging correctly is judged by eye and hand as the work proceeds.",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Pressing requires standing at an iron or press with the garment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Trimming excess fabric with scissors is pure handwork.",
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  {
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    "d": [
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Pattern software can adapt designs to measurements, though shaping cloth to a real body still takes a trained eye.",
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    "modelId": "claude-opus-5",
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  {
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      2
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    "confidence": "high",
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    "rationale": "Reshaping lapels or pant legs means cutting and resewing actual cloth.",
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  {
    "taskId": "us-51-6052-12190",
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      2
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    "confidence": "high",
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    "rationale": "Measuring a person requires being with them, tape in hand.",
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    "modelId": "claude-opus-5",
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  {
    "taskId": "us-51-6052-12191",
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      2
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    "rationale": "Costing a garment is arithmetic software handles, but judging how long tricky work takes still relies on experience.",
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  {
    "taskId": "us-51-6052-12192",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Replacing zippers, pockets or linings is manual repair work at the machine.",
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    "modelId": "claude-opus-5",
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  {
    "taskId": "us-51-6052-12193",
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    "d": [
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      0,
      2,
      1
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Choosing fabrics and styles with a customer usually means handling samples together and reading what they actually want.",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Laying out patterns and cutting fabric is done with hands on the cutting table.",
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  {
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    "d": [
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      4,
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Sewing buttonholes and attaching buttons is done at the machine or by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Inserting padding and shaping materials is handwork inside the garment.",
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  {
    "taskId": "us-51-6061-14121",
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Mixing solutions in tanks to a formula is hands-on work with the equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:51:00.242Z",
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  {
    "taskId": "us-51-6061-14122",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The message itself is easy, but noticing the fault means being on the floor beside the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
    "taskId": "us-51-6061-14123",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Adjusting heat, tension and speed means working the controls at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-51-6061",
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  {
    "taskId": "us-51-6061-14124",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Sensors and cameras can read a process well, but watching cloth run through still means standing at the line.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
    "taskId": "us-51-6061-14125",
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    "modelId": "claude-opus-5",
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      4
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    "rationale": "Lifting wet goods out of tanks is physical work.",
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    "modelId": "claude-opus-5",
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    "rationale": "Passing order details around is easy to automate, but on the floor it happens in short face-to-face exchanges.",
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      2
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    "rationale": "Deciding what a machine needs comes from looking, listening and reaching into it.",
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    "confidence": "high",
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    "rationale": "Sewing cloth ends together is handwork at the machine.",
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    "modelId": "claude-opus-5",
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    "rationale": "Typing a recipe into the machine’s controller is routine data entry, though it is done standing at the panel.",
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    "rationale": "Threading cloth through the machine is handwork.",
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    "unstable": false,
    "rationale": "Cleaning, oiling and swapping worn parts is hands-on maintenance.",
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    "modelId": "claude-opus-5",
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    "rationale": "Fitting and aligning gears, dies and needles is hands-on work.",
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    "rationale": "Weighing out dye powder is done by hand at the scales.",
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    "rationale": "Laying patterns on fabric and cutting through the layers is done by hand at the table.",
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    "rationale": "Reporting a breakdown is a short message, but noticing it happens standing at the machine.",
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    "rationale": "Reading specification sheets is easy for software, but samples and set-up details sit on the shop floor.",
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    "rationale": "Stopping the machine at the right point is done at the machine.",
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    "rationale": "Fitting and aligning gears, dies and cutters is physical set-up work.",
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    "rationale": "Threading yarn through guides and needles is delicate handwork at the machine.",
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      2
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    "rationale": "Judging whether cut fabric meets the standard means handling and looking at the actual pieces.",
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  {
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    "rationale": "Cutting and pulling filling out of cloth is fine hand work.",
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  {
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      1,
      3
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    "rationale": "Writing down completed work and machine settings is simple record-keeping that software can capture and fill in.",
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    "rationale": "Tending multi-unit winding machines is hands-on operation.",
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  {
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      0,
      4
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      4,
      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Setting up and running woodworking machines is physical work at the machine.",
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    "modelId": "claude-opus-5",
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  {
    "taskId": "us-51-7042-12280",
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      27,
      41
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      3,
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      0,
      0,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Choosing the right blade or bit follows documented rules, but the tooling is picked at the machine.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  },
  {
    "taskId": "us-51-7042-12281",
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      0,
      4
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      1,
      4,
      0,
      0,
      3
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    "confidence": "high",
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    "rationale": "Checking a finished piece with hands, calipers and gauges is physical inspection.",
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    "modelId": "claude-opus-5",
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  },
  {
    "taskId": "us-51-7042-12282",
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      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting blades, cutterheads and sanding belts is hands-on work with tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
    "taskId": "us-51-7042-12283",
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      0,
      4
    ],
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      1,
      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Inspecting, marking and stacking finished pieces is physical work.",
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    "modelId": "claude-opus-5",
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  {
    "taskId": "us-51-7042-12284",
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      0,
      4
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Holding a workpiece against a cutter is physical work.",
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    "modelId": "claude-opus-5",
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  {
    "taskId": "us-51-7042-12285",
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      4
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      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Realigning machine guides to stop defects is physical adjustment.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-51-7042",
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  {
    "taskId": "us-51-7042-12286",
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      0,
      4
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      1,
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      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking belts, guards and fences for safety means looking at the machine itself.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
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    "occupationId": null
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  {
    "taskId": "us-51-7042-12287",
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      0,
      4
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      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Swapping worn bits, belts and sandpaper is hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-7042",
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  {
    "taskId": "us-51-7042-12288",
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      4
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      0,
      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Clamping and loading woodstock into machines is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-7042",
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  },
  {
    "taskId": "us-51-7042-12289",
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      4
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning and maintaining machines and work areas is physical work.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-51-7042",
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  },
  {
    "taskId": "us-51-7042-12290",
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      4
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      4,
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      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting clamps, chucks and guides with hand tools is manual work at the machine.",
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    "modelId": "claude-opus-5",
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  {
    "taskId": "us-51-7042-12291",
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      4
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      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Spotting defects in raw timber is done by eye and hand at the stack.",
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    "modelId": "claude-opus-5",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Writing the CNC program is screen work, but loading and controlling the machine happens on the shop floor.",
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    "modelId": "claude-opus-5",
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  {
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      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Running a gluing or veneer press is physical work.",
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    "modelId": "claude-opus-5",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Planes, chisels and files have to be worked over the timber by hand.",
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    "modelId": "claude-opus-5",
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  {
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      3
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    "confidence": "high",
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    "rationale": "Unclamping and lifting parts off machines is physical work.",
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    "modelId": "claude-opus-5",
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  {
    "taskId": "us-51-7042-12297",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Working levers and hydraulic presses is physical machine operation.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-51-7042",
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  {
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      2
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    "rationale": "Operating a hoist to move parts between stations is physical work.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-51-7042",
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  {
    "taskId": "us-51-7042-20823",
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      3
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    "rationale": "Greasing and oiling machines is physical maintenance.",
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    "scoredUnderOccupationId": "us-soc-51-7042",
    "occupationId": null
  },
  {
    "taskId": "us-51-8011-8506",
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      0,
      2
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    "unstable": false,
    "rationale": "The calculation can be automated, but moving control rods is a licensed operator’s hands on the panel.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
    "taskId": "us-51-8011-8507",
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      2
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    "rationale": "Diagnosis can be supported by software, but a licensed operator must decide and act at the plant.",
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  {
    "taskId": "us-51-8011-8508",
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      3
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    "rationale": "Instruments already report the readings, though a licensed operator must be in the control room watching them.",
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  {
    "taskId": "us-51-8011-8509",
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    "d": [
      1,
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      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Starting up or shutting down a reactor is a licensed operator’s physical act at the controls.",
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      3
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    "rationale": "Noticing and reporting a fault is easy to write up, but it depends on being at the plant.",
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  {
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    "confidence": "medium",
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    "rationale": "Running boilers and turbines means being at the plant with the authority to operate them.",
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  {
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    "rationale": "Passing instructions by radio is simple, but the authority to give them belongs to a licensed operator on shift.",
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  {
    "taskId": "us-51-8011-8513",
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    "rationale": "Logging surveillance results is routine record keeping, but a licensed operator has to attest to it.",
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  {
    "taskId": "us-51-8011-8514",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Handling nuclear fuel is physical work under strict licensing.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
    "taskId": "us-51-8011-8515",
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      1
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    "rationale": "Walking the plant to inspect or operate equipment is physical work on site.",
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    "modelId": "claude-opus-5",
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  {
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      2,
      2
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    "rationale": "In an emergency a licensed senior operator directs the crew in the room, in real time.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      3
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    "rationale": "The authorisation itself is a legal act reserved to a licensed senior operator, even though the paperwork is routine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
    "taskId": "us-51-8011-19907",
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      0,
      2
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    "unstable": false,
    "rationale": "Software can flag the inefficiency, but only a licensed operator may authorise the correction.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
    "taskId": "us-51-8011-19908",
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      6,
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    "d": [
      2,
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Radiation surveys are planned from documents but directed on site under licensed responsibility.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3
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    "rationale": "Testing machinery with instruments requires hands on the equipment.",
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    "rationale": "Measuring raw wood and waste feedstock means handling the material itself.",
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    "rationale": "Working valves, pumps and engines is physical operation.",
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    "rationale": "Calibrating flow meters is done by hand at the instrument.",
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    "rationale": "Inspecting plant equipment means looking at it in person, though the write-up afterwards is paperwork.",
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    "rationale": "Running biomass boilers and gasifiers is hands-on equipment operation.",
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    "rationale": "Recording meter and gauge readings into reports is routine data work software handles.",
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    "rationale": "Cleaning work areas is physical work.",
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    "rationale": "Stock levels and reordering are database tasks software manages well, though parts still have to be checked in the store.",
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    "modelId": "claude-opus-5",
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    "rationale": "Reading and explaining manuals and technical drawings is exactly the kind of document work software does well.",
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    "rationale": "Adjusting plant performance to specification means working the controls inside the hydro station.",
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    "rationale": "Working gates, valves and generating units is physical operation.",
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    "rationale": "Changing oil and lubricants is hands-on maintenance.",
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    "rationale": "Air quality checks are made with instruments in the building, even though the standards are written down.",
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    "rationale": "Supervising cleaning inside towers and strainers means being at the equipment.",
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    "rationale": "Gauges can be read automatically, but the regular walk-round checks need an operator in the plant.",
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    "rationale": "Running compressors and refrigeration units to liquefy gas is machine control carried out at the plant.",
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    "rationale": "Solving a unit problem with fellow operators depends on shared experience of that particular plant.",
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    "rationale": "Reading logsheets to work out demand or spot a malfunction is pattern-spotting in recorded data.",
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      3
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    "confidence": "medium",
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    "rationale": "Testing gas purity and hunting leaks means handling samples and instruments in the plant.",
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    "modelId": "claude-opus-5",
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    "rationale": "Deciding a fault needs maintenance and calling it in is a routine, well-defined message.",
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    "confidence": "high",
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    "rationale": "Swapping the paper chart in a recording meter means opening the instrument and doing it by hand.",
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    "modelId": "claude-opus-5",
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    "rationale": "Moving gas through the plant changes something physical, and the operator works the boards on site.",
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      3
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    "rationale": "Regulating gas flow and pressure to boilers and furnaces is hands-on control of live equipment.",
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      3
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    "rationale": "Running columns and heat exchangers to separate nitrogen and oxygen is on-site machine control.",
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    "rationale": "The calculation is simple arithmetic, but the sample still has to be run through testing apparatus by hand.",
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    "rationale": "Operating construction plant to lay and maintain gas mains is physical work in the ground.",
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    "rationale": "Operating manifolds and pumping systems means working the plant itself.",
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      3
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    "rationale": "Control systems already regulate temperature, pressure and flow, with operators supervising from the control room.",
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    "rationale": "Radio and phone instructions follow set patterns, but they coordinate people working across the site.",
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    "rationale": "Checking product is flowing through the right meters is a data check, with some physical verification.",
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    "rationale": "Automatic gauges already report flow and tank levels, though gaugers still read some tanks on site.",
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    "rationale": "Running auxiliary equipment and multiple units means hands on controls at the plant.",
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    "rationale": "Planning product movements through lines and tanks is a scheduling problem software solves well.",
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    "rationale": "Working out control settings from specifications, logs and lab results is document and data analysis.",
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    "rationale": "Turning controls to set temperature, pressure and flow is done at the equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9011",
    "occupationId": null
  },
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      4
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Working safely around fire and explosion risk means being in the plant and acting on what you see.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9011",
    "occupationId": null
  },
  {
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      12,
      26
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    "d": [
      3,
      3,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reading gauges and instruments to confirm conditions hold is monitoring software does well, but many gauges are local.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9011",
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  },
  {
    "taskId": "us-51-9011-12336",
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      4
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      0,
      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Operating the equipment that runs a chemical reaction is physical work in the plant.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9011",
    "occupationId": null
  },
  {
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      4
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      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Measuring, weighing and mixing chemicals is physical handling of materials.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9011",
    "occupationId": null
  },
  {
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      4
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      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Inspecting units for leaks and shutting equipment down is physical work in the plant.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9011",
    "occupationId": null
  },
  {
    "taskId": "us-51-9011-12339",
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    "range": [
      0,
      4
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    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Walking the plant to spot leaks and faults requires being there with your own eyes and ears.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9011",
    "occupationId": null
  },
  {
    "taskId": "us-51-9011-12340",
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      0,
      4
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    "d": [
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      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Testing samples for pH, gravity or viscosity means handling them with instruments.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9011",
    "occupationId": null
  },
  {
    "taskId": "us-51-9011-12341",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Drawing product samples at set points is physical handling of material.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9011",
    "occupationId": null
  },
  {
    "taskId": "us-51-9011-12342",
    "score": 69,
    "band": "high",
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      65,
      73
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    "d": [
      4,
      1,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Logging temperatures, pressures, ingredients and test results is straightforward record-keeping that software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9011",
    "occupationId": null
  },
  {
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      25,
      39
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    "d": [
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      2,
      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reporting an equipment fault to maintenance is a short, routine message that systems already generate.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9011",
    "occupationId": null
  },
  {
    "taskId": "us-51-9011-12344",
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    "band": "minimal",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Adding agents and pumping product through filters or centrifuges is hands-on process work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9011",
    "occupationId": null
  },
  {
    "taskId": "us-51-9011-12345",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Opening valves and starting pumps and reactors is physical operation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9011",
    "occupationId": null
  },
  {
    "taskId": "us-51-9011-12346",
    "score": 56,
    "band": "partial",
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      52,
      60
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    "d": [
      3,
      1,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Reading plant specifications to work out products, ingredients and procedure changes is document work software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9011",
    "occupationId": null
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  {
    "taskId": "us-51-9011-12347",
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Draining and flushing tanks is physical work with the equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9011",
    "occupationId": null
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  {
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      0,
      4
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    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Minor repairs and lubrication need hands and tools on the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9011",
    "occupationId": null
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  {
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      7
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    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": true,
    "rationale": "Flushing and cleaning equipment with steam hoses and reamers is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
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      0,
      13
    ],
    "d": [
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      3,
      0,
      0,
      1
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Judging color and consistency by eye against test results depends on senses that come from experience.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9011",
    "occupationId": null
  },
  {
    "taskId": "us-51-9011-12351",
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Carrying out emergency response in an industrial plant means acting there in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9011",
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      4
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    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Loading solid or powdered material into equipment is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9011",
    "occupationId": null
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  {
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      82
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    "d": [
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      0,
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Working out how much material a production run needs is a calculation from known recipes and volumes.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9011",
    "occupationId": null
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      1,
      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Tracking supplies received and used is ordinary stock record-keeping that software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9011",
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  {
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      13
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    "d": [
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      3,
      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Directing workers on the plant floor means being there with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9011",
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      4
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Setting and adjusting machine controls for flow, temperature or pressure is done at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
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      26
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      3,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Instruments can be watched automatically, but the job still expects someone on the floor beside the equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9012",
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      4,
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      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Taking a physical sample requires being at the tank with a container.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Lab tests on samples require someone to load them into the instruments.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9012",
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      4
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      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Weighing and measuring material means handling it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9012",
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning and sterilizing tanks and pipes is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
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    "scoredUnderOccupationId": "us-soc-51-9012",
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      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Checking equipment for wear and leaks means walking up to it and looking.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-51-9012",
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Loading and pouring material into equipment is physical handling.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9012",
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Connecting pipes between vats is physical assembly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9012",
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      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Written instructions are easy to produce, though they are usually passed on in person on a noisy floor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9012",
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Clearing clogs and impurities out of equipment is done by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9012",
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      3
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    "rationale": "Filling in production forms is routine recording software handles well, though the numbers still come from the shop floor.",
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    "rationale": "Applying chemicals and solutions to parts by hand is physical work.",
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    "rationale": "Repairing equipment with hand tools needs a person at the machine, even if software helps identify the fault.",
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    "rationale": "Sharpening grinding tools is physical work with machines and hand tools.",
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    "rationale": "Filing contoured metal surfaces to match a template is skilled handwork.",
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    "modelId": "claude-opus-5",
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    "rationale": "Weighing and measuring physical ingredients has to be done by someone at the scale.",
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    "rationale": "Operating and tending mixing machinery is physical work on the plant floor.",
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    "unstable": false,
    "rationale": "Trimming stray material off finished products is hands-on work with a blade.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9031",
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  },
  {
    "taskId": "us-51-9031-14351",
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      4
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cutting and shaping materials by hand is exactly what this job physically is.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9031",
    "occupationId": null
  },
  {
    "taskId": "us-51-9031-14352",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Sorting products by size, color or condition means handling each item.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9031",
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  },
  {
    "taskId": "us-51-9031-14353",
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      0,
      4
    ],
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      0,
      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Marking numbers, grades and sizes onto products is physical work at the bench.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9031",
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  },
  {
    "taskId": "us-51-9031-14354",
    "score": 75,
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      71,
      79
    ],
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      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Reading a work order to pull out dimensions, locations and quantities is straightforward document work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9031",
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  },
  {
    "taskId": "us-51-9031-14355",
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      4
    ],
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      0,
      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Counting, weighing and bundling items is physical handling.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9031",
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  },
  {
    "taskId": "us-51-9031-14356",
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      4
    ],
    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Marking cutting lines onto the material itself is hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9031",
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  },
  {
    "taskId": "us-51-9031-14357",
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      4
    ],
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Unrolling and mounting material on the cutting table is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9031",
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  },
  {
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      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Stacking cut items and loading them onto racks or trucks is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9031",
    "occupationId": null
  },
  {
    "taskId": "us-51-9031-14359",
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      4
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Folding or shaping material is hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9031",
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  },
  {
    "taskId": "us-51-9031-14360",
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    "d": [
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      4,
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      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Buffing, cleaning and polishing finished items is hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9031",
    "occupationId": null
  },
  {
    "taskId": "us-51-9031-14361",
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      21
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      3,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Getting the most out of a piece of material is a calculation software does well, but laying the template down is hands-on.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9031",
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  },
  {
    "taskId": "us-51-9031-14362",
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    "d": [
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      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Routing cutouts with a portable router is hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9031",
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  {
    "taskId": "us-51-9031-14363",
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    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Changing or sharpening blades is hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9031",
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  },
  {
    "taskId": "us-51-9031-14364",
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Bringing a table-mounted blade down to make a cut is a physical operation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9031",
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  {
    "taskId": "us-51-9031-14365",
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      4
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    "d": [
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Adjusting guides and stops is done at the machine by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
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  {
    "taskId": "us-51-9031-14366",
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      4
    ],
    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Moving items to work or storage areas on carts is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9031",
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  {
    "taskId": "us-51-9032-12416",
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      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Measuring and weighing product with rulers, micrometers and scales means handling the material.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9032",
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  {
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Setting up and running a cutting machine is hands-on work at the machine itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9032",
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  {
    "taskId": "us-51-9032-12418",
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    "d": [
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      4,
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      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Stacking and sorting cut material means lifting and moving it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9032",
    "occupationId": null
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  {
    "taskId": "us-51-9032-12419",
    "score": 56,
    "band": "partial",
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      52,
      60
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    "d": [
      3,
      1,
      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Reading a work order or drawing to work out machine settings is document work, though job samples are physical.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9032",
    "occupationId": null
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  {
    "taskId": "us-51-9032-12420",
    "score": 38,
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      31,
      45
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    "d": [
      3,
      2,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Typing in a cutting program is easy to automate, but setting guides, clamps and knives by hand is not.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9032",
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  {
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      4,
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      0,
      2
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    "confidence": "high",
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    "rationale": "Pulling out bad material and resetting machine parts is hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9032",
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  {
    "taskId": "us-51-9032-12422",
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    "d": [
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      4,
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      0,
      2
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    "confidence": "high",
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    "rationale": "Pressing the buttons and levers that run the machine is direct physical operation.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      2
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    "confidence": "high",
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    "rationale": "Adjusting position, speed and pressure is done by hand at the machine controls.",
    "promptVersion": "task_scoring_v1.0",
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  {
    "taskId": "us-51-9032-12424",
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      4,
      1,
      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Production quantities, types and dimensions are structured records that shop-floor systems already capture.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9032",
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  {
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      2
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    "confidence": "medium",
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    "rationale": "Sensors can flag some faults, but noticing a machine going wrong is mostly watching and listening beside it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      2
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    "unstable": false,
    "rationale": "Starting machines and adjusting them means standing at the controls.",
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    "modelId": "claude-opus-5",
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  {
    "taskId": "us-51-9032-12427",
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      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Taking finished product off the machine and stacking it is manual handling.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9032",
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  {
    "taskId": "us-51-9032-12428",
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting blades, rollers and templates with hand tools is direct physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9032",
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  {
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Moving stock and scrap by hand, cart or truck is manual material handling.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9032",
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  {
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning and lubricating machines and blades has to be done at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9032",
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  {
    "taskId": "us-51-9032-12432",
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    "d": [
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Feeding stock into the blades by hand is physical work that has to happen at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9032",
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  {
    "taskId": "us-51-9032-12433",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Positioning stock against cutting lines and stops is a physical placement job.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
    "taskId": "us-51-9032-12435",
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      0,
      0,
      2
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      2
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    "rationale": "Marking cutting lines on stock with a pencil or scribe is done by hand on the material.",
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  {
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      1
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    "rationale": "Operating winches and cranks to move cars under saw frames is physical machine operation.",
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  {
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      1
    ],
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  {
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      3,
      0,
      2,
      2
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    "rationale": "Directing a cutting team means being on the floor with them while the work runs.",
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  {
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      1
    ],
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    "rationale": "Tightening pulleys and adding abrasives is maintenance done by hand on running equipment.",
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    "keyingScheme": "text-only",
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  {
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      4,
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      0,
      1
    ],
    "confidence": "high",
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    "rationale": "Cutting stock by hand with knives, saws or chisels is manual work on the material.",
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    "modelId": "claude-opus-5",
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  {
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      4,
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      1
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    "confidence": "high",
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  {
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      0,
      2
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    "unstable": false,
    "rationale": "Adjusting machine components is done with hands at the machine.",
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    "modelId": "claude-opus-5",
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  {
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      4,
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      2
    ],
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  {
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      3
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  {
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      1
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      2
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    "rationale": "Working out settings from a written work order is document work, though plant-specific knowledge matters.",
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      2
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    "rationale": "Fitting dies, molds and cutters uses hand tools at the machine.",
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      4
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    "rationale": "Recording meter readings and production quantities is data work software handles.",
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      3
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      3
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    "rationale": "Speed synchronization is a control calculation, but the operating is done at the line.",
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      1
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    "confidence": "high",
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    "rationale": "Feeding product into machines is physical.",
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      0,
      1
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  {
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      1
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    "rationale": "Moving stock and product with hoists and handtrucks is manual handling.",
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  {
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      1
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  {
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      2,
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      0,
      3
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      1
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      1
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      1
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    "rationale": "Deciding what to send is simple, but packing and dispatching samples is physical.",
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      1
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      2
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    "rationale": "Environmental compliance testing means taking and handling actual materials at the site.",
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      3,
      0,
      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Pulling specifications and procedures out of drawings and manuals is document reading, a real strength of software.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-51-9061",
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  {
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      41,
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      3,
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      1,
      3
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    "confidence": "medium",
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    "rationale": "Raising an alert about a production problem is a short message that systems can send automatically.",
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  {
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      51,
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      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Suggesting a fix from test results is a judgement software can draft, though plant-specific knowledge matters.",
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    "modelId": "claude-opus-5",
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  {
    "taskId": "us-51-9061-20301",
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      4
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      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning, calibrating and repairing instruments is hands-on bench work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "us-51-9061-20302",
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      31,
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      2,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Matching a delivery against the purchase order is document checking software does well; the goods still need looking at.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9061",
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  {
    "taskId": "us-51-9061-20303",
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      0,
      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Calculating defect rates and averages from counts is exactly what software is built for.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      0,
      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Placing parts into a test rig is physical handling.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9061",
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  {
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    "rationale": "Stacking and arranging finished goods is manual handling.",
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    "modelId": "claude-opus-5",
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  {
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      0,
      3
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    "confidence": "high",
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    "rationale": "Watching the line and correcting the process means being present at the machinery.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9061",
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  {
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      0,
      0,
      3
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    "rationale": "Watching machines on the floor needs someone present, even though the readings themselves are straightforward data.",
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    "modelId": "claude-opus-5",
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  {
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      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Working out usable quantities from shipment figures is straightforward arithmetic for software.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9061",
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  {
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    "d": [
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      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Weighing goods means putting them on the scale yourself.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9061",
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  {
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      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Taking a worn gauge apart is manual work with tools.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      1,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Written test papers can be produced and marked by software, but practical checks happen at the equipment.",
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    "modelId": "claude-opus-5",
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  {
    "taskId": "us-51-9071-15092",
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      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Checking cut angles means putting the gem under a loupe or shadowgraph yourself.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:25:36.532Z",
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      2,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Grading systems are published, but assigning grades needs the stone in front of a qualified grader.",
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    "modelId": "claude-opus-5",
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  {
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      3
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    "rationale": "Once the grades are known, valuing a stone against price guides and market data is a calculation.",
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      2
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    "rationale": "Identifying stones and flaws requires the gem under optical instruments in a lab.",
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      3
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    "rationale": "Plotting clarity features follows a documented method, but the stone must be under the microscope.",
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      3
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    "unstable": false,
    "rationale": "Advice on what suits a gem is well documented, though customers want a person to talk it through.",
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      0,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Deciding how to cut a rough stone means examining the actual crystal.",
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      2
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    "rationale": "Immersing stones in chemical solutions is laboratory handwork.",
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      0,
      1
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    "rationale": "Holding stones against grinding and polishing wheels is manual work.",
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      2
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    "rationale": "Sorting rough diamonds is done by hand and eye at a bench.",
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      1
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    "rationale": "Fixing gems into holders ready for cutting is careful handwork.",
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      0,
      3
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    "unstable": false,
    "rationale": "Gauging bore holes and cuts means putting instruments on the stone by hand.",
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      2
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    "unstable": false,
    "rationale": "Choosing and mixing abrasives happens at the machine with the materials in hand.",
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    "rationale": "Stripping down machinery to clean and lubricate it is manual maintenance.",
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    "rationale": "Setting and securing stones is precise handwork with setting tools.",
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    "rationale": "Filing and buffing joints smooth is manual work at the bench.",
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    "rationale": "Making a piece of jewelry from metal and stones is craft work done by hand.",
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    "rationale": "Resizing rings and soldering repairs is physical work on the piece itself.",
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    "rationale": "Polishing metal on a wheel or in a chemical bath is hands-on bench work.",
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    "rationale": "Cutting and filing rings and bracelets is bench work with hand tools.",
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    "band": "minimal",
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      0,
      4
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      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Positioning cutting tools to a set curvature and depth means physically adjusting the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:31:50.705Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9083",
    "occupationId": null
  },
  {
    "taskId": "us-51-9083-10540",
    "score": 10,
    "band": "minimal",
    "range": [
      3,
      17
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    "d": [
      1,
      3,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Verifying a finished lens takes hands on precision instruments, even though the result is a pass-or-fail figure.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:31:50.705Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9083",
    "occupationId": null
  },
  {
    "taskId": "us-51-9083-10541",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Taking lenses out of molds and sorting them into containers is manual handling.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9083",
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  },
  {
    "taskId": "us-51-9083-10542",
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      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Tracing lens outlines onto glass with a template is done by hand on the material itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:31:50.705Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9083",
    "occupationId": null
  },
  {
    "taskId": "us-51-9083-10543",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Dipping frames in hardening or dye baths is a physical handling job.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:31:50.705Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9083",
    "occupationId": null
  },
  {
    "taskId": "us-51-9083-10544",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Running the coating equipment means loading lenses and working the machine on the shop floor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:31:50.705Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-51-9111-3124",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      1,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Watching the line for quality problems means standing at the machine while it runs.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:43:37.188Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9111",
    "occupationId": null
  },
  {
    "taskId": "us-51-9111-3125",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Adjusting components, tension and pressure means physically changing settings on the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:43:37.188Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9111",
    "occupationId": null
  },
  {
    "taskId": "us-51-9111-3126",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Tending the packaging machine is hands-on work at the equipment itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:43:37.188Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9111",
    "occupationId": null
  },
  {
    "taskId": "us-51-9111-3127",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Taking packages off the machine and pulling out rejects is physical handling.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:43:37.188Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9111",
    "occupationId": null
  },
  {
    "taskId": "us-51-9111-3128",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Setting machine speed, flow or temperature is done at the machine's own controls.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:43:37.188Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9111",
    "occupationId": null
  },
  {
    "taskId": "us-51-9111-3129",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Clearing a jam or resetting a machine takes hands on the equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:43:37.188Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9111",
    "occupationId": null
  },
  {
    "taskId": "us-51-9111-3130",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Tying, sewing, gluing or stapling packages closed is done by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:43:37.188Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9111",
    "occupationId": null
  },
  {
    "taskId": "us-51-9111-3131",
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    "band": "minimal",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Stocking product and topping up boxes, glue and labels means moving materials by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:43:37.188Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9111",
    "occupationId": null
  },
  {
    "taskId": "us-51-9111-3132",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Finding and removing defective products and packaging is done by hand at the line.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:43:37.188Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9111",
    "occupationId": null
  },
  {
    "taskId": "us-51-9111-3133",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning and removing poor raw material is physical handling before processing.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:43:37.188Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9111",
    "occupationId": null
  },
  {
    "taskId": "us-51-9111-3134",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Sorting, weighing and adjusting products means handling them physically at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:43:37.188Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9111",
    "occupationId": null
  },
  {
    "taskId": "us-51-9111-3135",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning, oiling and adjusting machinery is physical maintenance work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:43:37.188Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9111",
    "occupationId": null
  },
  {
    "taskId": "us-51-9111-3136",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      1,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Spotting pile-ups, jams or glue that is not sticking means being at the line watching it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:43:37.188Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9111",
    "occupationId": null
  },
  {
    "taskId": "us-51-9111-3137",
    "score": 0,
    "band": "minimal",
    "range": [
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      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Stacking, wrapping and packing items into cartons is done by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:43:37.188Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9111",
    "occupationId": null
  },
  {
    "taskId": "us-51-9111-3138",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Starting the machine means pressing its controls in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:43:37.188Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9111",
    "occupationId": null
  },
  {
    "taskId": "us-51-9111-3139",
    "score": 14,
    "band": "minimal",
    "range": [
      7,
      21
    ],
    "d": [
      2,
      3,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "The recording side is routine data entry, but the counting itself happens at the line with the actual packages.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:43:37.188Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9111",
    "occupationId": null
  },
  {
    "taskId": "us-51-9111-3140",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Filling bags or containers with the product is physical work at the line.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:43:37.188Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9111",
    "occupationId": null
  },
  {
    "taskId": "us-51-9111-3141",
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    "band": "minimal",
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      0,
      4
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    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Feeding hoppers and conveyors and unloading packed product is manual handling.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9111",
    "occupationId": null
  },
  {
    "taskId": "us-51-9111-3142",
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      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Labelling and stencilling containers is hands-on work at the packing line.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:43:37.188Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9111",
    "occupationId": null
  },
  {
    "taskId": "us-51-9111-3143",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning containers, padding crates and folding cartons is manual preparation work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:43:37.188Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9111",
    "occupationId": null
  },
  {
    "taskId": "us-51-9123-12527",
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      4
    ],
    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Spraying or brushing a coating onto a surface is hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:50:31.216Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9123",
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  },
  {
    "taskId": "us-51-9123-12528",
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      4
    ],
    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking a finish and touching up flaws means looking at and working on the actual piece.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:50:31.216Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9123",
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  },
  {
    "taskId": "us-51-9123-12529",
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      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning guns and brushes is manual work at the bench.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:50:31.216Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9123",
    "occupationId": null
  },
  {
    "taskId": "us-51-9123-12530",
    "score": 29,
    "band": "low",
    "range": [
      22,
      36
    ],
    "d": [
      2,
      2,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Reading the job order is desk work, but sizing up the piece means having it in front of you.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:50:31.216Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9123",
    "occupationId": null
  },
  {
    "taskId": "us-51-9123-12531",
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    "band": "minimal",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Preparing surfaces by scraping, sanding and washing is manual work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:50:31.216Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9123",
    "occupationId": null
  },
  {
    "taskId": "us-51-9123-12532",
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    "band": "minimal",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Rinsing and wiping coated pieces is done by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:50:31.216Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9123",
    "occupationId": null
  },
  {
    "taskId": "us-51-9123-12533",
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    "range": [
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      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Loading pieces into an oven is physical handling.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:50:31.216Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9123",
    "occupationId": null
  },
  {
    "taskId": "us-51-9123-12534",
    "score": 0,
    "band": "minimal",
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      0,
      7
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": true,
    "rationale": "Selecting and mixing coating ingredients is done at the mixer by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:50:31.216Z",
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      3
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    "confidence": "high",
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    "rationale": "Loading chambers and carrying product between areas is manual handling.",
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      2
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    "rationale": "Adjusting furnace power, temperature and rotation is done at the equipment controls.",
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      3
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    "confidence": "medium",
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    "rationale": "Monitoring runs happens at a computer terminal, but the adjustments still belong to an operator on shift.",
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    "rationale": "Aligning a photomask and exposing the pattern is precise physical work at the tool.",
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    "rationale": "Marking identifying information onto components is done on the parts themselves.",
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    "rationale": "Weighing, mixing and loading crystal growing materials is hands-on laboratory work.",
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    "rationale": "Filling tanks with developer and fixer is hands-on work.",
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    "rationale": "Dipping film and paper through developing baths is hands-on darkroom work.",
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    "rationale": "Putting prints and negatives into envelopes is done by hand.",
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    "rationale": "Placing sensitised paper in a printer frame is done by hand.",
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      4
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      4
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    "rationale": "Automatic image quality checking is a well-solved job that software does faster and more consistently than eyes.",
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      0,
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      3
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    "rationale": "Writing simple machine-tool programs is coding against a well-documented instruction set, which AI does capably.",
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    "modelId": "claude-opus-5",
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      2
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    "rationale": "Examining tiny laser-trimmed components under a microscope means physically handling and viewing each one.",
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    "modelId": "claude-opus-5",
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      1
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    "confidence": "high",
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    "rationale": "Marking parts for shot peening and filling hoppers with shot is physical preparation work.",
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    "modelId": "claude-opus-5",
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  {
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      2
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    "confidence": "medium",
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    "rationale": "Software can propose a sequence and tooling, but the choice depends on the tools and machines that shop actually has.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Finding and fixing program errors is well within software's reach, though the retest happens on the machine.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9162",
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  {
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      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reading drawings and specifications to work out dimensions, speeds and feeds is calculation software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      3
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    "rationale": "Working out coordinates, paths, angles and radii is geometry and arithmetic that computers do faster and more accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      3
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    "rationale": "Simulations run on a computer, but a trial cut has to be watched at the machine.",
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    "keyingScheme": "text-only",
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  {
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      3
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    "confidence": "high",
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    "rationale": "Comparing a program against the original drawing for errors is exactly the kind of checking software does best.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      3
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    "confidence": "medium",
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    "rationale": "The coordinates are simple data, but they are keyed in at the machine's own panel.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      76,
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      4
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    "rationale": "Machine code is a documented language software writes well, though the program still needs proving on the specific machine.",
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    "modelId": "claude-opus-5",
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  {
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      3
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    "rationale": "Reworking an existing program for speed is code optimization software does well, with a programmer checking the result.",
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    "modelId": "claude-opus-5",
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  {
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      3
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    "confidence": "high",
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    "rationale": "Storing and retrieving programs and patterns is straightforward computer file work.",
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      3
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    "rationale": "Producing geometric layouts is drafting work that software already does inside CAD packages.",
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  {
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      3
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    "rationale": "Setup sheets and cutter lists are generated straight from the program, so software drafts them well.",
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  {
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      3
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    "rationale": "Grouping shop orders to save material and setup time is a scheduling problem software solves well.",
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    "confidence": "high",
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    "rationale": "Aligning film on a reference table and looking through a scope is hands-on work.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
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    "rationale": "Maintenance and repairs need hands on the machine.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      4
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    "rationale": "Ordering tooling from catalogs against a job's requirements is routine purchasing that software handles well.",
    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text-only",
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    "rationale": "Measuring finished parts with tape measures, gauges and calipers means physically handling each item.",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Setting widths, thicknesses and glue amounts means physically adjusting parts of the machine on the shop floor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "rationale": "Software can flag an odd reading, but spotting and clearing a fault still means standing at the machine.",
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    "rationale": "Work orders can be read and turned into suggested settings by software, but confirming details with coworkers happens on the floor.",
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    "confidence": "high",
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    "rationale": "Filling a machine with glue or cement is physical work nobody can do from a screen.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Loading paper, plastic, wood or rubber into a feeder is a lifting-and-placing job.",
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    "modelId": "claude-opus-5",
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  {
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    "confidence": "high",
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    "rationale": "Production records are quantities and measurements that plant software already collects and files with very little typing.",
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    "rationale": "Starting the machine and turning valves and controls is hands-on work at the equipment itself.",
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    "rationale": "Running test production and tweaking as you go is done at the machine.",
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    "rationale": "Clearing a jam and resetting machine parts is done with hands inside the equipment.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Lining materials up by hand so the adhesive lands correctly is done at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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    "unstable": false,
    "rationale": "Reading gauges and control panels is information, but somebody has to be standing at the machine to see them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "confidence": "high",
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    "rationale": "Lifting, stacking and restocking materials is straightforward physical work.",
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    "modelId": "claude-opus-5",
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    "rationale": "Cleaning gluing machines with solvents, brushes and scrapers is hands-on maintenance.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Driving a forklift between storage and the work area is physical work in a real building.",
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    "rationale": "Washing and neutralizing acid or wax off workpieces is physical cleaning work.",
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    "rationale": "Checking etch depth and defects means having the piece under a lens or between your fingers at the bench.",
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    "rationale": "Cutting, sanding and coating workpieces with wax or resist is entirely hands-on preparation.",
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    "rationale": "Fitting cutting bits and tightening them with a wrench is hands-on work.",
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    "rationale": "Rubbing paste into etched characters is done by hand on the piece.",
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  {
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    "rationale": "Which chisel or nozzle to use and in what order is craft knowledge learned by doing, not written down.",
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    "rationale": "Running fingers over a carving to test smoothness is judged purely by touch.",
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    "rationale": "Rough carving freehand with mallet and chisel is entirely manual.",
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    "modelId": "claude-opus-5",
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    "rationale": "Guiding a blasting nozzle over stone by hand is physical work.",
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    "rationale": "Cutting and finishing rough blocks of stone is heavy manual work.",
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    "modelId": "claude-opus-5",
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    "rationale": "Listings and submissions can be drafted quickly, but gallery and retail relationships run on personal contact.",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Teaching pottery means standing beside learners and guiding their hands.",
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    "rationale": "Attaching a handle is manual work on the pot.",
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    "rationale": "Engraving or stamping marks onto a product happens at the machine or bench.",
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      2
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      3
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      2
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      1
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      2
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    "rationale": "Building a mold from plaster, rubber or fiberglass is craft work with materials.",
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    "rationale": "Stamping dates onto product is done at the line.",
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    "rationale": "Working the pedals and winding plies onto drums is physical machine operation.",
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      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Running production machinery or helping the operator means being at the machine.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:08:26.129Z",
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    "scoredUnderOccupationId": "us-soc-51-9198",
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      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Checking products against quality standards means picking them up and looking at them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9198",
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  {
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      4
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      4,
      0,
      0,
      2
    ],
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    "unstable": false,
    "rationale": "Watching equipment for faults and telling the operator means standing on the line while it runs.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9198",
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  {
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Lifting raw materials and packed goods, by hand or hoist, is physical labour.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9198",
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  {
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Counting the finished items to check an order is complete means handling the physical goods.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:08:26.129Z",
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    "scoredUnderOccupationId": null,
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  {
    "taskId": "us-51-9198-12698",
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      4
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    "d": [
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      4,
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      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Marking or tagging identification onto parts means putting a label on a physical item.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9198",
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  {
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    "d": [
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      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Loading and unloading machines and conveyances is lifting and moving things by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:08:26.129Z",
    "keyingScheme": "text-only",
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  {
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Holding materials, fetching tools and cleaning for other workers is entirely hands-on help.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "us-51-9198-12701",
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      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning and greasing equipment is hands-on maintenance.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9198",
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  {
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      45
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      2,
      0,
      0,
      3
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    "confidence": "medium",
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    "rationale": "Logging counts, meter readings and production times is record-keeping that software handles, though readings come off the floor.",
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    "modelId": "claude-opus-5",
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  {
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Starting up production equipment is a physical action at the machine.",
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    "modelId": "claude-opus-5",
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      4,
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      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Sorting products by weight, size or grade is physical handling on the line.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
    "taskId": "us-51-9198-12705",
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Turning valves to control flow or restart pumps is a physical action at the equipment.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-51-9198",
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  {
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    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Placing products onto equipment or work surfaces is manual handling on the line.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9198",
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  {
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      4
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      4,
      0,
      0,
      1
    ],
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    "unstable": false,
    "rationale": "Pulling products, attachments or waste out of machines is hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-51-9198",
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  {
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    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Packing products and putting them away is manual handling from start to finish.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-51-9198",
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  {
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      4
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Tying products into bundles is manual work with the goods in front of you.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:08:26.129Z",
    "keyingScheme": "text-only",
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  {
    "taskId": "us-51-9198-12710",
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Moving goods and tools between storage and the line, by hand or truck, is physical transport.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9198",
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  {
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Signalling coworkers to move products happens face to face on the production floor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9198",
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      4,
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      0,
      1
    ],
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    "unstable": false,
    "rationale": "Getting raw materials ready for processing means handling the material itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9198",
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  {
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      4,
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      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Measuring lengths and weighing containers means putting real items on scales and against rules.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9198",
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  {
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      45
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      2,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reading gauges and charts then writing the numbers down is record work software does, but the gauges are on the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Mixing ingredients to a formula is hands-on work with real materials, even when the recipe is written down.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:08:26.129Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9198",
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  {
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Moving spouts and chutes so containers fill correctly is a physical adjustment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9198",
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  {
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    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Washing machines, vehicles and work areas is manual cleaning.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9198",
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  {
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Unclamping and hoisting heavy reels off a machine is physical lifting work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      4
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Breaking up defective product for reprocessing is physical work with the material.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  },
  {
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cutting flashing to size is done by hand with tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
    "taskId": "us-51-9198-12725",
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      4
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Replacing a worn or damaged machine part is a physical repair.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9198",
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  {
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      4
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    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Attaching slings and cables to loads is rigging work done with hands.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-51-9198",
    "occupationId": null
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  {
    "taskId": "us-53-1041-14432",
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      2,
      1,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Fitting cargo into the hold efficiently is a packing calculation software does well, but loading happens by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:43:05.789Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-1041",
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  {
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      0,
      2,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Compartment weight calculations already come from charts and computers; a qualified person still signs the load sheet.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-1041",
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  {
    "taskId": "us-53-1041-14434",
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      3,
      0,
      2,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Directing a loading crew on the ramp means being there with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:43:05.789Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-1041",
    "occupationId": null
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  {
    "taskId": "us-53-1041-14435",
    "score": 42,
    "band": "partial",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-2011",
    "occupationId": null
  },
  {
    "taskId": "us-53-2011-10579",
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    "range": [
      7,
      21
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      3,
      1,
      1,
      3
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    "unstable": false,
    "rationale": "The words are routine, but the announcement comes from the flight deck of that aircraft.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-2011",
    "occupationId": null
  },
  {
    "taskId": "us-53-2011-10580",
    "score": 56,
    "band": "partial",
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      49,
      63
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    "d": [
      3,
      0,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Filing a flight plan is an electronic form already prepared largely by dispatch systems.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-2011",
    "occupationId": null
  },
  {
    "taskId": "us-53-2011-10581",
    "score": 9,
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    "range": [
      0,
      21
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      2,
      3,
      3,
      0,
      3
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    "confidence": "low",
    "unstable": false,
    "rationale": "Minor maintenance means hands on the aircraft, and licensed engineers sign off the rest.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-2011",
    "occupationId": null
  },
  {
    "taskId": "us-53-2011-10582",
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    "band": "minimal",
    "range": [
      3,
      17
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    "d": [
      2,
      2,
      3,
      3,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Flight instruction happens in the aircraft with a licensed instructor sitting beside the student.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:25:43.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-53-2011-10583",
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      0,
      7
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    "d": [
      0,
      4,
      3,
      0,
      2
    ],
    "confidence": "high",
    "unstable": true,
    "rationale": "In-flight testing means being aboard and flying the aircraft.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
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  },
  {
    "taskId": "us-53-2011-10584",
    "score": 3,
    "band": "minimal",
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      0,
      10
    ],
    "d": [
      1,
      3,
      4,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "A check ride is legally an authorized examiner’s judgement, made sitting beside the pilot.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-2011",
    "occupationId": null
  },
  {
    "taskId": "us-53-2011-10586",
    "score": 56,
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    "range": [
      49,
      63
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    "d": [
      3,
      0,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Planning schedules and writing evaluation reports is desk work software drafts quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-53-2012-10587",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      1,
      4,
      3,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "The pre-flight check means physically walking round the aircraft and touching the controls and systems.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-2012",
    "occupationId": null
  },
  {
    "taskId": "us-53-2012-10588",
    "score": 8,
    "band": "minimal",
    "range": [
      4,
      12
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    "d": [
      2,
      3,
      3,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Radio calls to the tower are made by the crew flying the aircraft at that moment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-53-2012-10589",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      3,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Starting engines and flying the aircraft is direct physical operation of the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-2012",
    "occupationId": null
  },
  {
    "taskId": "us-53-2012-10590",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      2,
      4,
      3,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Watching engines and fuel during a flight means being at the controls while the aircraft is airborne.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-53-2012-10591",
    "score": 75,
    "band": "high",
    "range": [
      71,
      79
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    "d": [
      4,
      0,
      2,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Take-off speed is a defined calculation from published tables, already done by software with the pilot confirming it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-2012",
    "occupationId": null
  },
  {
    "taskId": "us-53-2012-10592",
    "score": 23,
    "band": "low",
    "range": [
      16,
      30
    ],
    "d": [
      2,
      1,
      3,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Changing fuel, load or route is a safety decision the licensed captain must own.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-53-2012-10593",
    "score": 62,
    "band": "high",
    "range": [
      58,
      66
    ],
    "d": [
      3,
      0,
      2,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Pulling together weights, fuel, weather and schedules is data handling that dispatch systems largely automate.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-2012",
    "occupationId": null
  },
  {
    "taskId": "us-53-2012-10594",
    "score": 62,
    "band": "high",
    "range": [
      58,
      66
    ],
    "d": [
      3,
      0,
      2,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Flight planning uses published charts and rules, and planning software already does most of it before departure.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-2012",
    "occupationId": null
  },
  {
    "taskId": "us-53-2012-10595",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      3,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Flying on instruments in poor visibility is a person operating the aircraft in real time.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-2012",
    "occupationId": null
  },
  {
    "taskId": "us-53-2012-10596",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      1,
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      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking that cargo is loaded correctly means looking at and moving around the actual load.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-2012",
    "occupationId": null
  },
  {
    "taskId": "us-53-2012-10597",
    "score": 40,
    "band": "partial",
    "range": [
      33,
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    "d": [
      3,
      0,
      3,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Asking for a level or route change follows clear rules, but a licensed controller makes the request.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-53-2012-10598",
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    "band": "low",
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      28,
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    ],
    "d": [
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      1,
      3,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Route and altitude optimization is already computed by software, though the captain legally decides.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-53-2012-10599",
    "score": 9,
    "band": "minimal",
    "range": [
      5,
      13
    ],
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      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Coordinating with ground crew and briefing the crew happens at the aircraft, around the departure itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-2012",
    "occupationId": null
  },
  {
    "taskId": "us-53-2012-10600",
    "score": 66,
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      62,
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      1,
      1,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Flight times, altitudes and fuel figures are structured records that electronic logs already fill in automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-2012",
    "occupationId": null
  },
  {
    "taskId": "us-53-2012-10601",
    "score": 27,
    "band": "low",
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    "d": [
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Company procedures are written down and easy to turn into training material, but classroom sessions are still delivered live.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-2012",
    "occupationId": null
  },
  {
    "taskId": "us-53-2012-10602",
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      8
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      1,
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      3,
      2,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Flight instruction happens in the aircraft with the student at the controls, and needs a certified instructor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-2012",
    "occupationId": null
  },
  {
    "taskId": "us-53-2012-10604",
    "score": 75,
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      71,
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    ],
    "d": [
      4,
      0,
      2,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Filing a flight plan is a structured form built from data the planning system already holds.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-2012",
    "occupationId": null
  },
  {
    "taskId": "us-53-2012-10605",
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      7
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    "d": [
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      4,
      3,
      0,
      2
    ],
    "confidence": "high",
    "unstable": true,
    "rationale": "In-flight testing means being aboard and flying the aircraft.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
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  },
  {
    "taskId": "us-53-2012-10606",
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      4
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    "d": [
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      3,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Rescuing and moving injured people is physical work at the scene.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-2012",
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  },
  {
    "taskId": "us-53-2012-10607",
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      8
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      2,
      2,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Supervising crew means being with them in the aircraft as the flight unfolds.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-2012",
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  },
  {
    "taskId": "us-53-2012-10608",
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      2,
      10
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      1,
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      3,
      0,
      3
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    "rationale": "Minor maintenance means hands and tools on the aircraft, and certified engineers sign the work off.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-2012",
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  },
  {
    "taskId": "us-53-2012-10609",
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      4
    ],
    "d": [
      0,
      4,
      3,
      2,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Assessing a pilot's proficiency means flying alongside them and watching what they do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-2012",
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  },
  {
    "taskId": "us-53-2012-10610",
    "score": 56,
    "band": "partial",
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      49,
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      0,
      3
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    "rationale": "Planning schedules and writing evaluation reports is desk work software drafts quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-53-2012-20831",
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      0,
      4
    ],
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      0,
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      3,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Flying the aircraft, in either seat, is hands on the controls in the cockpit.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-2012",
    "occupationId": null
  },
  {
    "taskId": "us-53-2021-12728",
    "score": 32,
    "band": "low",
    "range": [
      28,
      36
    ],
    "d": [
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      0,
      4,
      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Sequencing is well understood by software, yet only a certificated controller may legally issue a clearance.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:25:36.532Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-2021",
    "occupationId": null
  },
  {
    "taskId": "us-53-2021-12729",
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      20,
      28
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    "d": [
      3,
      1,
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      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Tracking and sequencing traffic suits software well, but the law requires a certificated controller to direct it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:25:36.532Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-2021",
    "occupationId": null
  },
  {
    "taskId": "us-53-2021-12730",
    "score": 35,
    "band": "low",
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      39
    ],
    "d": [
      3,
      1,
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Radar tracking is already computerised, though tower work still involves looking out of the window.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:25:36.532Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-2021",
    "occupationId": null
  },
  {
    "taskId": "us-53-2021-12731",
    "score": 40,
    "band": "partial",
    "range": [
      36,
      44
    ],
    "d": [
      3,
      0,
      3,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "The weather and traffic picture is already in the system, but federal rules keep a certified controller on the radio.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:25:36.532Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-2021",
    "occupationId": null
  },
  {
    "taskId": "us-53-2021-12732",
    "score": 18,
    "band": "minimal",
    "range": [
      14,
      22
    ],
    "d": [
      2,
      0,
      4,
      2,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Diverting an aircraft in an emergency is judgment under pressure that only a certificated controller may make.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:25:36.532Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-2021",
    "occupationId": null
  },
  {
    "taskId": "us-53-2021-12733",
    "score": 40,
    "band": "partial",
    "range": [
      33,
      47
    ],
    "d": [
      3,
      0,
      3,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Raising the alarm follows a set procedure, though a controller is the accountable person who triggers it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:25:36.532Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-53-2021-12734",
    "score": 32,
    "band": "low",
    "range": [
      28,
      36
    ],
    "d": [
      3,
      0,
      4,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Deciding who lands next follows documented rules, yet issuing the instruction is legally a controller's act.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:25:36.532Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-2021",
    "occupationId": null
  },
  {
    "taskId": "us-53-2021-12735",
    "score": 32,
    "band": "low",
    "range": [
      28,
      36
    ],
    "d": [
      3,
      0,
      4,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Handoffs are already largely automated, but transferring control remains a certificated controller's legal act.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:25:36.532Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-2021",
    "occupationId": null
  },
  {
    "taskId": "us-53-2021-12736",
    "score": 16,
    "band": "minimal",
    "range": [
      12,
      20
    ],
    "d": [
      2,
      1,
      4,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Ground movements depend on seeing the airfield, and instructions must come from a certificated controller.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:25:36.532Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-2021",
    "occupationId": null
  },
  {
    "taskId": "us-53-2021-12737",
    "score": 47,
    "band": "partial",
    "range": [
      43,
      51
    ],
    "d": [
      3,
      0,
      3,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Working out when and how to turn an aircraft is calculation against documented rules.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:25:36.532Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-2021",
    "occupationId": null
  },
  {
    "taskId": "us-53-2021-12738",
    "score": 40,
    "band": "partial",
    "range": [
      33,
      47
    ],
    "d": [
      3,
      0,
      3,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Coordinating with neighbouring units follows set procedures, but the accountable person on the line is a controller.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:25:36.532Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-2021",
    "occupationId": null
  },
  {
    "taskId": "us-53-2021-12739",
    "score": 40,
    "band": "partial",
    "range": [
      36,
      44
    ],
    "d": [
      3,
      0,
      3,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "The information itself is routine to assemble; a certificated controller passes it to the pilot.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:25:36.532Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-2021",
    "occupationId": null
  },
  {
    "taskId": "us-53-2021-12740",
    "score": 27,
    "band": "low",
    "range": [
      20,
      34
    ],
    "d": [
      2,
      0,
      3,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Starting a search pulls in several agencies, and the controller carries responsibility for the call.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:25:36.532Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-2021",
    "occupationId": null
  },
  {
    "taskId": "us-53-2021-12741",
    "score": 47,
    "band": "partial",
    "range": [
      43,
      51
    ],
    "d": [
      3,
      0,
      3,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking traffic and conditions at other altitudes is a lookup the system already supports.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:25:36.532Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-2021",
    "occupationId": null
  },
  {
    "taskId": "us-53-2021-12742",
    "score": 62,
    "band": "high",
    "range": [
      58,
      66
    ],
    "d": [
      3,
      0,
      2,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Passing routine flight details between centres is data transfer that systems already handle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:25:36.532Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-2021",
    "occupationId": null
  },
  {
    "taskId": "us-53-2021-12743",
    "score": 88,
    "band": "very high",
    "range": [
      84,
      92
    ],
    "d": [
      4,
      0,
      1,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Pulling flight details together from plans, radar and reports is exactly what flight data systems do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:25:36.532Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-2021",
    "occupationId": null
  },
  {
    "taskId": "us-53-2021-12744",
    "score": 19,
    "band": "minimal",
    "range": [
      12,
      26
    ],
    "d": [
      2,
      2,
      2,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Radios and airfield lighting need someone on site when equipment has to be inspected or adjusted.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:25:36.532Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-2021",
    "occupationId": null
  },
  {
    "taskId": "us-53-2021-12745",
    "score": 53,
    "band": "partial",
    "range": [
      49,
      57
    ],
    "d": [
      3,
      0,
      2,
      1,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Weather and route briefings can be assembled automatically, though pilots often want to ask questions.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:25:36.532Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-2021",
    "occupationId": null
  },
  {
    "taskId": "us-53-2021-12746",
    "score": 62,
    "band": "high",
    "range": [
      58,
      66
    ],
    "d": [
      3,
      0,
      2,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Choosing routes from weather, fuel and maps is calculation against well-documented rules.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:25:36.532Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-2021",
    "occupationId": null
  },
  {
    "taskId": "us-53-2021-12747",
    "score": 62,
    "band": "high",
    "range": [
      58,
      66
    ],
    "d": [
      3,
      0,
      2,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Preparing the traffic picture for aircraft about to arrive is planning from data already held.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:25:36.532Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-2021",
    "occupationId": null
  },
  {
    "taskId": "us-53-2021-12748",
    "score": 72,
    "band": "high",
    "range": [
      68,
      76
    ],
    "d": [
      3,
      0,
      1,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking records for completeness and keeping them is document work software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:25:36.532Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-2021",
    "occupationId": null
  },
  {
    "taskId": "us-53-2021-12749",
    "score": 88,
    "band": "very high",
    "range": [
      84,
      92
    ],
    "d": [
      4,
      0,
      1,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Daily activity reports and message logs are routine record keeping built from data already captured.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:25:36.532Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-2021",
    "occupationId": null
  },
  {
    "taskId": "us-53-2021-20691",
    "score": 8,
    "band": "minimal",
    "range": [
      1,
      15
    ],
    "d": [
      1,
      1,
      3,
      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Trainee controllers learn by working live traffic beside an experienced mentor who takes responsibility.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:25:36.532Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-53-2022-10613",
    "score": 13,
    "band": "minimal",
    "range": [
      6,
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    ],
    "d": [
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      2,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Safety procedures only count when someone with authority actually enforces them on a live airfield.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:35:34.990Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-2022",
    "occupationId": null
  },
  {
    "taskId": "us-53-2022-10614",
    "score": 23,
    "band": "low",
    "range": [
      16,
      30
    ],
    "d": [
      2,
      1,
      1,
      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Construction planning is desk work, but it is agreed through meetings and depends on the specific airport layout.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:35:34.990Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-2022",
    "occupationId": null
  },
  {
    "taskId": "us-53-2022-10615",
    "score": 23,
    "band": "low",
    "range": [
      16,
      30
    ],
    "d": [
      2,
      1,
      1,
      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Coordinating with control towers and engineers works through live relationships and local arrangements.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:35:34.990Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-2022",
    "occupationId": null
  },
  {
    "taskId": "us-53-2022-10616",
    "score": 33,
    "band": "low",
    "range": [
      26,
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    ],
    "d": [
      3,
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      1,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Systems already track aircraft movements automatically, though someone on the field still watches turnarounds in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:35:34.990Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-2022",
    "occupationId": null
  },
  {
    "taskId": "us-53-2022-10617",
    "score": 13,
    "band": "minimal",
    "range": [
      6,
      20
    ],
    "d": [
      1,
      1,
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      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Live radio contact with aircraft commanders is a safety conversation the rules keep with trained people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:35:34.990Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-2022",
    "occupationId": null
  },
  {
    "taskId": "us-53-2022-10618",
    "score": 30,
    "band": "low",
    "range": [
      23,
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    ],
    "d": [
      2,
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      0,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Training materials can be drafted automatically, but staff learn this job from someone who has done it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:35:34.990Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-2022",
    "occupationId": null
  },
  {
    "taskId": "us-53-2022-10619",
    "score": 56,
    "band": "partial",
    "range": [
      49,
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    ],
    "d": [
      3,
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      1,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Passing status information up the chain is structured message handling that software does well, though the safety context matters.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:35:34.990Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-2022",
    "occupationId": null
  },
  {
    "taskId": "us-53-2022-10620",
    "score": 66,
    "band": "high",
    "range": [
      59,
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    ],
    "d": [
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      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Compiling charts, publications and weather information is document gathering and formatting that software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:35:34.990Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-2022",
    "occupationId": null
  },
  {
    "taskId": "us-53-2022-10621",
    "score": 26,
    "band": "low",
    "range": [
      19,
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    ],
    "d": [
      2,
      1,
      1,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "This is live radio coordination between people who need to trust the voice they hear.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:35:34.990Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-2022",
    "occupationId": null
  },
  {
    "taskId": "us-53-2022-10622",
    "score": 6,
    "band": "minimal",
    "range": [
      0,
      13
    ],
    "d": [
      1,
      3,
      1,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Airfield management, especially the mobile side, means being out on the field running things.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:35:34.990Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-2022",
    "occupationId": null
  },
  {
    "taskId": "us-53-2022-10623",
    "score": 66,
    "band": "high",
    "range": [
      59,
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    "d": [
      3,
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      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Receiving, sending and tracking messages is exactly the kind of structured information handling software is good at.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:35:34.990Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-2022",
    "occupationId": null
  },
  {
    "taskId": "us-53-2022-10624",
    "score": 81,
    "band": "very high",
    "range": [
      77,
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    ],
    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Taking weather and flight plan data and posting it correctly is structured data handling software does reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:35:34.990Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-53-2022-10625",
    "score": 81,
    "band": "very high",
    "range": [
      77,
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    ],
    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping flight logs and crew records is routine record work software handles accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:35:34.990Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-2022",
    "occupationId": null
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  {
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    "rationale": "This equipment is operated from a specific position on the airfield by trained staff.",
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      3
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      1,
      3
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    "rationale": "Wildlife control on the airfield is physical work outdoors.",
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    "rationale": "Scheduling snow clearance is planning software can help with, but coordinating it live on a working airfield needs someone present.",
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    "rationale": "Getting people off an aircraft in an emergency is hands-on work by trained crew in the cabin.",
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    "rationale": "Checking extinguishers and oxygen bottles means physically handling the equipment on board the aircraft.",
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    "rationale": "First aid is physical care given to someone in the seat next to you.",
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      3
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    "rationale": "The wording of delay and descent announcements is routine, but they are delivered by crew on the aircraft.",
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      2
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    "rationale": "Walking the cabin handing out blankets and headsets is hands-on service that has to happen on board.",
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    "rationale": "The count is recorded in a form, but the counting itself is done by hand in the galley.",
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  },
  {
    "taskId": "us-53-3032-10642",
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      4
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      4,
      2,
      0,
      2
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    "unstable": false,
    "rationale": "Roping, chaining and covering cargo so it cannot move is hands-on work on the load.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  },
  {
    "taskId": "us-53-3032-10643",
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      73
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      0,
      0,
      3
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    "confidence": "high",
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    "rationale": "Reading a bill of lading to work out the assignment details is straightforward document work.",
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    "modelId": "claude-opus-5",
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  {
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      3,
      1,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Writing up a defect, accident or damage report is easy, but noticing it means being with the vehicle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  },
  {
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      71,
      79
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      1,
      0,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Working out a route from maps is something navigation software does at least as well, though the driver reads it in the cab.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  },
  {
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      7
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      4,
      2,
      0,
      1
    ],
    "confidence": "high",
    "unstable": true,
    "rationale": "Coupling and uncoupling trailers, air lines and locks is hands-on mechanical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "occupationId": null
  },
  {
    "taskId": "us-53-3032-10647",
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      62,
      76
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      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Gathering delivery instructions and checking them against the route is information work done from documents and systems.",
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    "modelId": "claude-opus-5",
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  },
  {
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      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking an emptied trailer for damage means looking inside it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Winding trailer landing gear up and down is physical work at the trailer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  },
  {
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      0,
      2
    ],
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    "unstable": false,
    "rationale": "Topping up oil and fluids, minor repairs and washing the truck are hands-on jobs.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "occupationId": null
  },
  {
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      21
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      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Counting and checking goods before a move means being with them, though the resulting inventory is simple record work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      1
    ],
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    "unstable": false,
    "rationale": "Clearing debris from a loaded trailer is manual work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      2
    ],
    "confidence": "high",
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    "rationale": "Checking refrigeration or feeding and watering livestock means being with the load.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  },
  {
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      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Directing loaders as they pack and load is done face to face at the trailer.",
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    "modelId": "claude-opus-5",
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  {
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      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting or removing chains, blades and sanders is hands-on mechanical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "occupationId": null
  },
  {
    "taskId": "us-53-3032-10662",
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Roadside repairs like changing a tire or fitting chains are physical jobs at the truck.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  },
  {
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Running idle-reduction or auxiliary power systems means operating the equipment on the truck.",
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    "modelId": "claude-opus-5",
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  {
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      1,
      0,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Adjusting routes for traffic, weather and fuel use is what navigation software calculates, though the driver applies it in the cab.",
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  {
    "taskId": "us-53-3032-20692",
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      2
    ],
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    "rationale": "Checking that a load is secure means climbing on the trailer and pulling on the straps.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:40:00.000Z",
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  {
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      1,
      1,
      0,
      3
    ],
    "confidence": "medium",
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    "rationale": "Checking load paperwork for completeness and accuracy is document checking, though the driver signs for it.",
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  {
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      2
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    "rationale": "Taking the truck to a weigh station means driving it there.",
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  {
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Cab computers, radios and phones pass information easily, but the driver is the one using them on the road.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Loading and unloading a truck is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      2
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    "rationale": "Wrapping and strapping goods with pads, paper and straps is manual work.",
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    "modelId": "claude-opus-5",
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  {
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      3
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    "rationale": "Following the rules of the road happens while actually driving the vehicle.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      3
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    "rationale": "Checking oil, tyres, water and lights is hands-on work on the vehicle itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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    "confidence": "medium",
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    "rationale": "Writing up a fault is simple, but noticing it comes from driving and checking the vehicle yourself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Bills and receipts can be produced automatically, but handing them over and taking payment happens at the door.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      2
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    "confidence": "high",
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    "rationale": "Lifting goods on and off the truck is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      0,
      3
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    "rationale": "Checking what is actually on the truck against the paperwork means physically looking at the load.",
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Handing in cash and paper receipts at the depot is a physical errand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "us-53-3033-8622",
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    "band": "partial",
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    "d": [
      3,
      1,
      1,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Vehicle logs and billing records follow set formats and are increasingly electronic, so software fills most in.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "us-53-3033-8623",
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    "band": "low",
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Route-finding is already handled well by mapping software, but following the route means actually driving it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Tracking systems can flag delays automatically, but the driver on the scene knows what actually happened.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
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  {
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      2,
      0,
      2
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  {
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      2
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  {
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      2
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    "rationale": "Changing a tyre or fitting a bulb at the roadside is physical repair work.",
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  {
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      2
    ],
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    "modelId": "claude-opus-5",
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  },
  {
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      2
    ],
    "confidence": "high",
    "unstable": true,
    "rationale": "Driving safely and lawfully is done by a licensed person at the wheel.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
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  },
  {
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    "d": [
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      4,
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      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Driving a bus full of passengers requires a person in the driving seat.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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    "d": [
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      2
    ],
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    "unstable": false,
    "rationale": "Walking small children across a road requires an adult holding the situation together in person.",
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  {
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      3
    ],
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    "rationale": "Keeping children safe as they board, get off and cross the road needs an adult present at the door.",
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    "modelId": "claude-opus-5",
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  {
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    "d": [
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      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning the inside of the bus is hands-on work on board.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      9,
      23
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      0,
      0,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "First-aid guidance is widely published, though the point of knowing it is to use your hands when someone is hurt.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
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  {
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      1
    ],
    "confidence": "high",
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    "rationale": "Keeping order among children on a moving bus needs an adult in the vehicle with them.",
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    "modelId": "claude-opus-5",
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  },
  {
    "taskId": "us-53-3051-23723",
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      2
    ],
    "confidence": "high",
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    "rationale": "Minor repairs mean tools and hands on the vehicle.",
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    "modelId": "claude-opus-5",
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  },
  {
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      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Collecting and dropping children at set stops is driving work that happens on the road.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  },
  {
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Trip, mileage and hours reports are filled in from figures the bus systems already record, so drafting them is straightforward.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
    "taskId": "us-53-3051-23726",
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    "d": [
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      0,
      0,
      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Map reading itself is well handled by navigation software, but following the directions means actually driving the route.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
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  {
    "taskId": "us-53-3051-23727",
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      3
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    "rationale": "Route details are map and timetable information, and routing software already plans and records them.",
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  {
    "taskId": "us-53-3051-23728",
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    "d": [
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      2
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    "confidence": "high",
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    "rationale": "Adjusting the heating, lights and vents means reaching the controls on the bus.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "occupationId": null
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  {
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      31,
      45
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      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Writing up a fault is simple to draft, but noticing the problem means being at the vehicle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-3051",
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  },
  {
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      31
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      2,
      0,
      1,
      3
    ],
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    "rationale": "Reporting a delay or accident is a short message, but the driver on the spot is the one who sees what happened.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:50:13.468Z",
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  {
    "taskId": "us-53-3051-23731",
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      1,
      3
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    "rationale": "A behaviour referral is a short written report, though the driver is the one who witnessed what happened.",
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  {
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      1,
      0,
      3
    ],
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    "modelId": "claude-opus-5",
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      2
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    "rationale": "Positioning the bus at a stop means someone driving it.",
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    "scoredAt": "2026-08-04T16:45:00.000Z",
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  {
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      3
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    "rationale": "The words are simple and often pre-recorded, but getting passengers to settle depends on someone visibly there.",
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      3
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  {
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      2
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    "rationale": "Lifting bags in and out of luggage compartments is physical work.",
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  {
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      1,
      2
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    "rationale": "Driving a bus safely along a route is physical work behind the wheel.",
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    "modelId": "claude-opus-5",
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  {
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      2
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  {
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      1,
      3,
      1
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    "rationale": "Dealing with a passenger emergency or a disruptive rider means acting on the spot in person.",
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      4
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    "rationale": "Fare takings and log entries are routine record-keeping that ticketing systems already capture automatically.",
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    "modelId": "claude-opus-5",
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  {
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      1,
      3
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    "rationale": "Card and app ticketing already handles much of this, but taking cash or a paper ticket still needs someone there.",
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    "modelId": "claude-opus-5",
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  {
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      2
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    "confidence": "high",
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    "rationale": "Cleaning the bus is physical work inside the vehicle.",
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    "modelId": "claude-opus-5",
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  {
    "taskId": "us-53-3052-21085",
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      1,
      4
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    "rationale": "Automatic stop announcements are already standard on transit buses and match what a driver would say.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
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  {
    "taskId": "us-53-3052-21086",
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    "band": "very high",
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      0,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Route planning software does this well, though local details like bus turning space still need a check.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-4013",
    "occupationId": null
  },
  {
    "taskId": "us-53-4013-10677",
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      4
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    "d": [
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      4,
      1,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Throwing switches, derails and retarders is physical operation of trackside equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-4013",
    "occupationId": null
  },
  {
    "taskId": "us-53-4013-10678",
    "score": 21,
    "band": "low",
    "range": [
      14,
      28
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    "d": [
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      2,
      1,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Taking instructions and questions from operations staff is communication work, but it is tied to what is happening in the yard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-4013",
    "occupationId": null
  },
  {
    "taskId": "us-53-4013-10679",
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      4
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    "d": [
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Connecting air hoses and electrical lines between cars is done by hand between the couplings.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-4013",
    "occupationId": null
  },
  {
    "taskId": "us-53-4013-10680",
    "score": 49,
    "band": "partial",
    "range": [
      42,
      56
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    "d": [
      3,
      1,
      1,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reporting times, delays and completions is simple record keeping, but the facts come from being on the job.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:54:37.562Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-53-4013-10681",
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    "band": "minimal",
    "range": [
      0,
      4
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Pulling a knuckle open for coupling is physical work between wagons.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-53-4013-10682",
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    "band": "minimal",
    "range": [
      0,
      4
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    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Lifting and pushing drawbars into alignment is heavy physical work at track level.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:54:37.562Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-4013",
    "occupationId": null
  },
  {
    "taskId": "us-53-4013-10683",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      2,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Moving locomotives around a roundhouse for servicing is driving work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:54:37.562Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-4013",
    "occupationId": null
  },
  {
    "taskId": "us-53-4013-10684",
    "score": 46,
    "band": "partial",
    "range": [
      39,
      53
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    "d": [
      4,
      2,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Counting and logging cars is routine record-keeping, though the counts still come from watching the yard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-53-4013-10685",
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    "band": "minimal",
    "range": [
      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Routine repair and maintenance is hands on work on equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-4013",
    "occupationId": null
  },
  {
    "taskId": "us-53-4013-10687",
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    "band": "minimal",
    "range": [
      0,
      4
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    "d": [
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      4,
      1,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Operating a flatcar or derrick to move people and equipment is machine operation in the yard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-4013",
    "occupationId": null
  },
  {
    "taskId": "us-53-4013-10688",
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    "range": [
      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Helping install or repair rails and ties is heavy manual track work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-4013",
    "occupationId": null
  },
  {
    "taskId": "us-53-4022-23774",
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    "band": "minimal",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Spotting signals along the line means being on the moving train and looking at them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:43:16.830Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-4022",
    "occupationId": null
  },
  {
    "taskId": "us-53-4022-23775",
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    "range": [
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      4
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    "d": [
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      4,
      0,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Hand and lamp signals during coupling are given in person, right beside the cars.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-4022",
    "occupationId": null
  },
  {
    "taskId": "us-53-4022-23776",
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    "band": "minimal",
    "range": [
      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Throwing a track switch is physical force applied to real equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:43:16.830Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-4022",
    "occupationId": null
  },
  {
    "taskId": "us-53-4022-23777",
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    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      1,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Watching crew mates for signals only works if you are standing there with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:43:16.830Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-4022",
    "occupationId": null
  },
  {
    "taskId": "us-53-4022-23778",
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      4
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    "d": [
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Spotting a dragging part or a smoking bearing on a passing train needs eyes on the train itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-4022",
    "occupationId": null
  },
  {
    "taskId": "us-53-4022-23779",
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      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking couplings, hoses and brakes means touching each one to confirm it is tight.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:43:16.830Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-4022",
    "occupationId": null
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  {
    "taskId": "us-53-4022-23780",
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      4
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    "d": [
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Looking down the track from the locomotive for obstructions requires being in the cab.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:43:16.830Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-4022",
    "occupationId": null
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  {
    "taskId": "us-53-4022-23781",
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      4
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Taking control of a locomotive in an emergency is hands-on operation of the train.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:43:16.830Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-4022",
    "occupationId": null
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  {
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      4
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Raising the coupling levers to join or split cars is physical work between the cars.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:43:16.830Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-4022",
    "occupationId": null
  },
  {
    "taskId": "us-53-4022-23783",
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Climbing a ladder onto a rail car to set a brake is entirely physical.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-4022",
    "occupationId": null
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  {
    "taskId": "us-53-4022-23784",
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      4,
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    "d": [
      2,
      3,
      0,
      1,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The switch list itself is just information, but it is taken and used out in the yard by radio.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-4022",
    "occupationId": null
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  {
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    "d": [
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      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Looking over a locomotive for worn or damaged parts means walking around it and checking.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-4022",
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  {
    "taskId": "us-53-4022-23786",
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      0,
      1,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Signaling other workers to set brakes and throw switches happens face to face in the yard.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-4022",
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  {
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      4,
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Confirming fuel, water and sand are aboard means physically checking the locomotive.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-4022",
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  {
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    "d": [
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      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Reading cab gauges for oil, temperature and pressure requires sitting in the locomotive.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-4022",
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  {
    "taskId": "us-53-4022-23789",
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    "d": [
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Placing flares and flags in front of and behind a stopped train is physical work on the track.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "occupationId": null
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  {
    "taskId": "us-53-4022-23790",
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      4
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    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Finding defects in track, cars and engines means inspecting them in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-4022",
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  {
    "taskId": "us-53-4022-23791",
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      4
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    "d": [
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Starting a diesel engine to warm it up is done at the locomotive.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-4022",
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  {
    "taskId": "us-53-4022-23792",
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      4
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    "d": [
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      4,
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Repairing couplings and air hoses with hand tools is physical repair work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:43:16.830Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-4022",
    "occupationId": null
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  {
    "taskId": "us-53-4022-23793",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Connecting air hoses between cars with a wrench needs hands on the equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:43:16.830Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-4022",
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  {
    "taskId": "us-53-4022-23794",
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    "d": [
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Driving locomotives and switch engines around a yard is physical operation of heavy equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:43:16.830Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-4022",
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  {
    "taskId": "us-53-4022-23795",
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    "d": [
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      4,
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      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Refueling and lubricating engines is hands-on work at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:43:16.830Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-4022",
    "occupationId": null
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  {
    "taskId": "us-53-4022-23796",
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    "band": "minimal",
    "range": [
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Riding on a moving car and turning a handwheel to stop it is entirely physical.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:43:16.830Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-4022",
    "occupationId": null
  },
  {
    "taskId": "us-53-4022-23798",
    "score": 46,
    "band": "partial",
    "range": [
      39,
      53
    ],
    "d": [
      4,
      2,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Counting and logging cars is routine record-keeping, though the counts still come from watching the yard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:54:37.562Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-53-4022-23799",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
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    "d": [
      0,
      4,
      0,
      2,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Helping passengers on and off a train means being there beside them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:43:16.830Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-4022",
    "occupationId": null
  },
  {
    "taskId": "us-53-4022-23801",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "A brake test means operating the brakes and checking the equipment along the train.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:43:16.830Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-4022",
    "occupationId": null
  },
  {
    "taskId": "us-53-4031-10690",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      3,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Signalling an engineer, by radio or hand, is done from trackside or the train at that moment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-4031",
    "occupationId": null
  },
  {
    "taskId": "us-53-4031-10691",
    "score": 28,
    "band": "low",
    "range": [
      21,
      35
    ],
    "d": [
      3,
      2,
      1,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Problem reports arrive as data already, though acting on them means being with the train.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-4031",
    "occupationId": null
  },
  {
    "taskId": "us-53-4031-10692",
    "score": 5,
    "band": "minimal",
    "range": [
      1,
      9
    ],
    "d": [
      1,
      3,
      2,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Directing yard crews through switching moves means being in the yard watching what is happening.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-4031",
    "occupationId": null
  },
  {
    "taskId": "us-53-4031-10693",
    "score": 33,
    "band": "low",
    "range": [
      29,
      37
    ],
    "d": [
      3,
      2,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Car contents and destinations are records software handles well, but confirming cars are set out correctly happens trackside.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-4031",
    "occupationId": null
  },
  {
    "taskId": "us-53-4031-10694",
    "score": 11,
    "band": "minimal",
    "range": [
      4,
      18
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    "d": [
      2,
      3,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Some switching is done from a control panel, but lining switches in the yard is hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-4031",
    "occupationId": null
  },
  {
    "taskId": "us-53-4031-10695",
    "score": 5,
    "band": "minimal",
    "range": [
      1,
      9
    ],
    "d": [
      1,
      3,
      2,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Placing warning signals in an emergency is urgent physical work along the track.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-4031",
    "occupationId": null
  },
  {
    "taskId": "us-53-4031-10696",
    "score": 9,
    "band": "minimal",
    "range": [
      2,
      16
    ],
    "d": [
      2,
      3,
      2,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can build the switch list, but directing the moves takes place in the yard as cars are handled.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-4031",
    "occupationId": null
  },
  {
    "taskId": "us-53-4031-10697",
    "score": 28,
    "band": "low",
    "range": [
      21,
      35
    ],
    "d": [
      3,
      2,
      1,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Dispatcher instructions are structured information, but they are received and used by crew on the train.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-53-4031-10698",
    "score": 81,
    "band": "very high",
    "range": [
      77,
      85
    ],
    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Reading switching orders, waybills and schedules to plan the work is document handling on data already in systems.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-4031",
    "occupationId": null
  },
  {
    "taskId": "us-53-4031-10699",
    "score": 18,
    "band": "minimal",
    "range": [
      14,
      22
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    "d": [
      2,
      2,
      2,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Route discussions draw on documented rules, but they happen between crew members working the train.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-4031",
    "occupationId": null
  },
  {
    "taskId": "us-53-4031-10700",
    "score": 18,
    "band": "minimal",
    "range": [
      11,
      25
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    "d": [
      2,
      2,
      2,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Arranging a bad-order car's removal is coordination, but identifying and setting it out happens at the train.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-4031",
    "occupationId": null
  },
  {
    "taskId": "us-53-4031-10701",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      2,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Inspecting each car during a run means physically walking the train.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-4031",
    "occupationId": null
  },
  {
    "taskId": "us-53-4031-10702",
    "score": 25,
    "band": "low",
    "range": [
      18,
      32
    ],
    "d": [
      2,
      2,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Yard sensors give useful data, but judging available tracks still largely means watching the yard from the tower.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-4031",
    "occupationId": null
  },
  {
    "taskId": "us-53-4031-10703",
    "score": 33,
    "band": "low",
    "range": [
      23,
      43
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    "d": [
      2,
      1,
      1,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": true,
    "rationale": "Software can draft an incident or delay report, but the account of what happened comes from the driver.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-53-4031-10704",
    "score": 81,
    "band": "very high",
    "range": [
      77,
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    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Confirming a freight car's route and destination is a straightforward records check against the shipping system.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-4031",
    "occupationId": null
  },
  {
    "taskId": "us-53-4031-10705",
    "score": 4,
    "band": "minimal",
    "range": [
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      8
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    "d": [
      1,
      3,
      2,
      2,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Coordinating crews serving passengers happens on the moving train alongside the people doing it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-4031",
    "occupationId": null
  },
  {
    "taskId": "us-53-4031-10706",
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      1,
      9
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    "d": [
      1,
      3,
      2,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Supervising inspection and maintenance means being where the equipment is being worked on.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-4031",
    "occupationId": null
  },
  {
    "taskId": "us-53-4031-10707",
    "score": 69,
    "band": "high",
    "range": [
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    "d": [
      4,
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      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Times, tickets, revenue and accommodation details are structured records that ticketing systems already capture.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-4031",
    "occupationId": null
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  {
    "taskId": "us-53-4031-10708",
    "score": 9,
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    "range": [
      5,
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    "d": [
      1,
      3,
      1,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Checking seals means walking the cars, even though the numbers recorded afterwards are simple data.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-4031",
    "occupationId": null
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  {
    "taskId": "us-53-4031-10710",
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    "d": [
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Time checks are trivial to automate, but they are done with the engineer at the train before departure.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-53-4041-12765",
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    "d": [
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      4,
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      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Opening and closing the doors is operating controls on the vehicle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:43:05.789Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-4041",
    "occupationId": null
  },
  {
    "taskId": "us-53-4041-12766",
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      4
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    "d": [
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      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Driving the train is physical control of a vehicle carrying passengers.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:43:05.789Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-4041",
    "occupationId": null
  },
  {
    "taskId": "us-53-4041-12767",
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      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Watching for hazards ahead means sitting in the cab with eyes on the track.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:43:05.789Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-4041",
    "occupationId": null
  },
  {
    "taskId": "us-53-4041-12768",
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    "d": [
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      3,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Leading an evacuation means being on the train guiding real people out.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:43:05.789Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-4041",
    "occupationId": null
  },
  {
    "taskId": "us-53-4041-12769",
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    "band": "minimal",
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    "d": [
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Holding to the timetable means controlling the train from the cab.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:43:05.789Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-4041",
    "occupationId": null
  },
  {
    "taskId": "us-53-4041-12770",
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    "band": "low",
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    ],
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      3,
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reporting a delay is a short standard message software can compose, but the operator is who sees the problem.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:43:05.789Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-4041",
    "occupationId": null
  },
  {
    "taskId": "us-53-4041-12771",
    "score": 39,
    "band": "low",
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    "d": [
      4,
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      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Automated announcements are already standard on many systems and match what an operator would say.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:43:05.789Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-4041",
    "occupationId": null
  },
  {
    "taskId": "us-53-4041-12772",
    "score": 56,
    "band": "partial",
    "range": [
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    "d": [
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      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Shift summaries and incident reports are standard written forms software drafts well from the facts.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:43:05.789Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-4041",
    "occupationId": null
  },
  {
    "taskId": "us-53-4041-12773",
    "score": 16,
    "band": "minimal",
    "range": [
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    ],
    "d": [
      3,
      3,
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      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Answers about fares and routes are easy to look up, but passengers ask the person in front of them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:43:05.789Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-4041",
    "occupationId": null
  },
  {
    "taskId": "us-53-4041-12774",
    "score": 17,
    "band": "minimal",
    "range": [
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    ],
    "d": [
      1,
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      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Attending a safety meeting is something the operator has to be present for.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:43:05.789Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-4041",
    "occupationId": null
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    "taskId": "us-53-5021-23808",
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    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      3,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Bringing a vessel alongside or through a lock is physical ship handling.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-5021",
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      0,
      4
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    "d": [
      0,
      4,
      3,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Standing watch means a qualified person physically on the bridge for the whole period.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-5021",
    "occupationId": null
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  {
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    "d": [
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      0,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Some conformance checking is paperwork, but most of the inspection is walking the ship and looking at equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-5021",
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  },
  {
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      12,
      26
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    "d": [
      3,
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      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Sensors can report these levels automatically, but as done today someone walks to the gauge and reads it.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-5021",
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  {
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      35,
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    "d": [
      3,
      1,
      2,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Writing up a pilotage violation is report work, though the report has to come from the licensed pilot.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-5021",
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  {
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      4
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    "d": [
      0,
      4,
      2,
      2,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Maritime rescue is physical work carried out at the scene.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-5021",
    "occupationId": null
  },
  {
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      0,
      4
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    "d": [
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      4,
      1,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Sounding a whistle or working flags and lights is a physical act on deck.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-5021",
    "occupationId": null
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  {
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      12,
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    "d": [
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      3,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Echo sounders take the measurement automatically, but the equipment is operated from on board.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-5021",
    "occupationId": null
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  {
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      0,
      4
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    "d": [
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      4,
      1,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Servicing engines, winches and safety gear is hands-on maintenance aboard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-5021",
    "occupationId": null
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  {
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    "score": 0,
    "band": "minimal",
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      4
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    "d": [
      0,
      4,
      0,
      1,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Signaling deckhands during line and ramp work happens on deck as the job is done.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-5021",
    "occupationId": null
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  {
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    "score": 36,
    "band": "low",
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      29,
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    "d": [
      3,
      1,
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Harbor rules and customs procedures are written down, so the advice is easy to produce from documents.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-5021",
    "occupationId": null
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  {
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    "score": 52,
    "band": "partial",
    "range": [
      45,
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    "d": [
      4,
      1,
      2,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Ship logs are structured records software can largely assemble automatically, though the master remains legally responsible for them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "occupationId": null
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  {
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      4
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    "d": [
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      4,
      2,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Watching cargo being handled to check it is done correctly means being at the quayside or hatch.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-5021",
    "occupationId": null
  },
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      7,
      21
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    "d": [
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      3,
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The calculation is straightforward, but the sounding equipment and charts are worked from on board.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
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  {
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    "d": [
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      1,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Learning to run a new system is something the officer has to do for themselves, often in a simulator.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-5021",
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  {
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      11
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      2,
      2
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    "confidence": "medium",
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    "rationale": "Directing a crew through cargo and engine work depends on a person present with authority over them.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-5021",
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  {
    "taskId": "us-53-5021-23824",
    "score": 48,
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      44,
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      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Arranging fuel, stores and repairs is correspondence and booking work that can be handled from a desk.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-5021",
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  {
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    "d": [
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      0,
      2,
      1
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Supervising deck maintenance means walking the ship and checking the work as it is done.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-5021",
    "occupationId": null
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  {
    "taskId": "us-53-5021-23826",
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    "d": [
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      1,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Ordering supplies and equipment is procurement paperwork, though what the vessel needs depends on local knowledge.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-5021",
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    "d": [
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      1
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    "confidence": "high",
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    "rationale": "Towing and maneuvering barges is physical vessel handling.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-5021",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Checking harbors for spills or patrolling beaches means being out there looking.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3
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    "confidence": "medium",
    "unstable": true,
    "rationale": "Watch rosters follow documented rest rules software can build, but quarters and crew fit involve judgment aboard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "d": [
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      2,
      2
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    "unstable": false,
    "rationale": "Software can shortlist applicants, but deciding who you want aboard for weeks at sea is a personal judgment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      2
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    "confidence": "high",
    "unstable": true,
    "rationale": "A fire or man-overboard drill is people physically practicing on the vessel.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
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    "taskId": "us-53-5022-14535",
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      2
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    "confidence": "high",
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    "rationale": "Holding a course is done at the helm, even with electronic aids assisting.",
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    "rationale": "Safety procedures are written down, but following them aboard is the licensed operator’s own responsibility.",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Steering a boat and working the throttle is hands-on operation from the helm.",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Running safety operations in an emergency means being aboard and acting immediately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      1,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Directing how people and vehicles load and sit means being on the deck as it happens.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-5022",
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  {
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      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Tying up and casting off mooring lines is physical work on the boat.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:55:12.172Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-5022",
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  {
    "taskId": "us-53-5022-14541",
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    "d": [
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Maintaining fenders, pumps, lines and extinguishers is hands-on upkeep.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-5022",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reporting a navigational hazard is a short structured report, though spotting it requires being on the water.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:55:12.172Z",
    "keyingScheme": "text-only",
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      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Changing oil and lubricating a motor is hands-on servicing.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:55:12.172Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-5022",
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  {
    "taskId": "us-53-5022-14544",
    "score": 48,
    "band": "partial",
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    "d": [
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      3
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    "confidence": "medium",
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      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
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  {
    "taskId": "us-53-6011-7161",
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      3
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Sweeping, painting and yard work are physical jobs that need a person on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  },
  {
    "taskId": "us-53-6011-7163",
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      12
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    "d": [
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      3,
      1,
      0,
      1
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Confirming a bridge is clear of people and cars relies on someone looking at it right before it opens.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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    "d": [
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      4,
      0,
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      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Turning lock valves is physical work at the lock side.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Stopping traffic and lowering gates is physical control of the roadway.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Raising and lowering a drawbridge is hands-on machine operation with eyes on the water.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-53-6011",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Tying lines to bitts is physical work on the lock deck.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-6011",
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  {
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Fetching and delivering customers' cars is physical work in the garage.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-53-6021",
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  {
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      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping the parking area clean and orderly is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-6021",
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  {
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      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Waving motorists into spaces with hand signals or flashlights is done on the spot.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-6021",
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  {
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Patrolling a parking area to deter damage and theft means physically being there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-6021",
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      0,
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Parking and retrieving cars means driving them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-6021",
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  {
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      2,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Greeting customers and opening car doors is done in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-6021",
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  {
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Moving barriers is lifting and carrying, which needs a person on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-53-6021-3196",
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    "d": [
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Photos can be assessed automatically, but someone still has to walk around the vehicle and look at it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-6021",
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    "d": [
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      0,
      2,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Escorting a customer to their car is presence, and that is the whole point.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Protecting stored cars' tires, batteries and paintwork is hands-on maintenance.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Issuing tags, attaching them to keys and windshields and handing over stubs is physical work at the vehicle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Handling cash is physical, but balancing and recording the drawer is routine bookkeeping software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Working out and explaining parking charges is simple calculation and scripted explanation, delivered at the booth.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      2
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    "confidence": "high",
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    "rationale": "Giving directions can be automated, but pushing wheelchairs and assisting people happens in person.",
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    "modelId": "claude-opus-5",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Calling for help can be automated, but jump-starting a car and assisting a stranded driver is hands-on.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      0,
      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Taking cash or cards and handing over receipts happens face to face at the pump or counter.",
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    "modelId": "claude-opus-5",
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      2
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    "confidence": "high",
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    "rationale": "Filling a fuel tank means standing at the pump holding the nozzle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      0,
      3
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    "unstable": false,
    "rationale": "Daily fuel and sales totals come straight from till and pump data, which software already tallies and writes up.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning forecourts, restrooms and equipment is physical work in a specific place.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-6031",
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    "d": [
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      1,
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Directions and route advice are something mapping tools answer instantly, even though the driver is standing there asking.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-6031",
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    "d": [
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      4,
      0,
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Changing oil, plugs or brakes is hands-on work under the hood.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3,
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can suggest what to reorder and at what price, but someone still has to put stock on shelves.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Rotating, repairing and replacing tires is done by hand with tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
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  {
    "taskId": "us-53-6031-10723",
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    "band": "partial",
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    "d": [
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      1,
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Customer records and service reminders are exactly what booking and messaging systems handle, though some follow-up calls stay personal.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Greasing and lubricating parts is physical work with a grease gun.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
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      1,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting batteries, blades or bulbs to a customer vehicle needs hands on the car.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
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    "rationale": "Cleaning a windshield is a physical job at the vehicle.",
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    "rationale": "Spraying de-icing fluid from a raised basket onto a real aircraft can only be done by a person up there.",
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      1
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      2
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    "rationale": "Filling in a job-completion form is straightforward once someone says what was done, so software handles the writing well.",
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    "rationale": "Emptying and refilling lavatory systems is physical work at the aircraft that no software can perform.",
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    "rationale": "Marshalling a moving aircraft with hand signals requires a person standing on the ramp in the pilot view.",
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    "rationale": "Measuring and mixing cleaning chemicals is a hands-on job done at the wash bay.",
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    "rationale": "Connecting hoses and refilling water tanks is physical work carried out at the aircraft.",
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    "rationale": "Refueling an aircraft with hoses from a fuel truck is entirely hands-on and safety-critical work.",
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    "rationale": "Scrubbing exhaust stains off an aircraft with cleaning fluid is manual work at the airframe.",
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    "rationale": "Towing an aircraft with a tug means a person driving the tug on the apron.",
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    "rationale": "Washing an aircraft using lifts and detergent is physical work done on the aircraft itself.",
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    "rationale": "Standard answers draft easily, but complaints are settled by someone the caller feels heard by.",
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    "rationale": "Drafting software produces usable installation drawings, but the technician still corrects the detail.",
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    "rationale": "Signal system design is engineering judgment a qualified engineer must stand behind.",
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    "rationale": "Judging a development’s effect on traffic starts with going to the site and looking.",
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    "rationale": "Marking out where the stripes go is done on the pavement.",
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    "rationale": "Counting traffic with equipment at the roadside means being there while it happens.",
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    "rationale": "Supervising crews on traffic devices means being with them on site.",
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    "rationale": "Keying count sheets and tape data into a computer is routine data entry.",
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    "rationale": "Installing and collecting counters is physical roadside work with tools.",
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      3
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      2
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      3
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      3
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    "rationale": "Working out what a vessel can carry from loading, capacity and stability documents is exactly what software is good at.",
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    "rationale": "Setting gates, chutes and deflector bars is done by hand at the conveyor.",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Working levers and pedals to control a hoist is hands-on machine operation.",
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    "modelId": "claude-opus-5",
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  {
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  {
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    "rationale": "Watching gauges and crew hand signals while operating requires the operator to be at the controls.",
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    "modelId": "claude-opus-5",
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  {
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Operating hoists and winches to move loads is hands-on machine work.",
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    "modelId": "claude-opus-5",
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  {
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    "confidence": "high",
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    "rationale": "Moving hoists, loads and materials around is physical work.",
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  {
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    "rationale": "Signaling and helping with loading is work done alongside the load.",
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    "confidence": "high",
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    "rationale": "Attaching and releasing cables and lines is hands-on rigging.",
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  {
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Applying brakes and levers is done with hands and feet in the cab.",
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  {
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      1
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    "confidence": "high",
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    "rationale": "Oiling a winch drum is hands-on maintenance.",
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  {
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      1
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    "confidence": "high",
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    "rationale": "Climbing a ladder to set up a derrick is physical work.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Repairing and adjusting equipment with hand tools is hands-on work.",
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    "modelId": "claude-opus-5",
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    "rationale": "Tending jacks, slings and stop blocks is physical work with the gear.",
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  {
    "taskId": "us-53-7051-3201",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Driving a powered truck or tractor around a site is physically operating a vehicle.",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Operating a forklift or hoist to move loads is hands-on machine work.",
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    "rationale": "Positioning forks under a load and securing it is done at the machine.",
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    "modelId": "claude-opus-5",
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  {
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      3
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    "confidence": "high",
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    "rationale": "Cleaning, fuelling, lubricating and changing gas tanks is hands-on maintenance.",
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  {
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      3
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    "confidence": "medium",
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    "rationale": "Weighing and tagging products happens at the scale, though the numbers themselves are easily recorded automatically.",
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  {
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    "rationale": "Tending stacking, packaging or cutting machines means standing at the machine.",
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  {
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    "rationale": "Turning valves and opening chutes to release materials is physical operation of equipment.",
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    "confidence": "high",
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    "rationale": "Checking a load and moving it through the warehouse means being on the truck.",
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  {
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    "rationale": "Loading and unloading pallets and vehicles is physical handling.",
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  {
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      3
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    "confidence": "medium",
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    "rationale": "Photographs can help flag damage, but judging whether a vehicle is properly clean means looking closely in person.",
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    "rationale": "Scrubbing and spraying parts and vehicles is manual cleaning work.",
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    "rationale": "Mixing cleaning compounds to a formula is done by hand at the bench.",
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    "rationale": "Starting the machines means pressing the buttons on them.",
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    "rationale": "Cleaning and polishing glass is done by hand on the vehicle.",
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    "confidence": "high",
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    "rationale": "Rinsing and drying items is done by hand at the wash bay.",
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    "rationale": "Moving vehicles between customers and the workshop means driving them.",
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    "rationale": "Adjusting pressure and flow controls means operating the equipment directly.",
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  {
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    "rationale": "Soaking and rinsing parts involves lifting and immersing them.",
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  {
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    "rationale": "Greasing machinery and making small repairs is hands-on maintenance.",
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  {
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    "rationale": "Applying polish, wax or paint to a vehicle is physical work on the bodywork.",
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  {
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      4
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Sweeping, raking and clearing a recycling yard is manual cleaning.",
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    "modelId": "claude-opus-5",
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  {
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      2
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    "unstable": false,
    "rationale": "Gathering and sorting concrete, drywall, plastic and wood on a site is physical collection.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-53-7062",
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  },
  {
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      4
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning, oiling and repairing sorting machinery means hands on the equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-53-7062",
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  },
  {
    "taskId": "us-53-7063-14583",
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      4,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking materials for flaws happens with the items in your hands at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:12:22.429Z",
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  {
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      4
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      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Taking products off machines and boxing them is manual handling.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      4
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    "d": [
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      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Starting and adjusting machinery means pressing the controls yourself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-7063",
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  },
  {
    "taskId": "us-53-7063-14586",
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      4
    ],
    "d": [
      1,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Marking and labeling products is done by hand on the item.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:12:22.429Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-7063",
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  },
  {
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      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Loading materials into machines and onto conveyors is manual handling.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:12:22.429Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-7063",
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  {
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      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning and maintaining machines and work areas is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:12:22.429Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-7063",
    "occupationId": null
  },
  {
    "taskId": "us-53-7063-14589",
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      7
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    "d": [
      2,
      4,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Weighing and measuring material means physically handling it at the line.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:12:22.429Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-7063",
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  },
  {
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Fastening, packing and stacking products is done by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:12:22.429Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-7063",
    "occupationId": null
  },
  {
    "taskId": "us-53-7063-14591",
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      65,
      73
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    "d": [
      4,
      1,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Logging output and material used is simple data entry, often captured by the machine already.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:12:22.429Z",
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    "occupationId": null
  },
  {
    "taskId": "us-53-7063-14592",
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      4
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Adding chemicals or ingredients to a machine means being there to put them in.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-7063",
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  {
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      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Moving material around with hand or industrial trucks is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-7063",
    "occupationId": null
  },
  {
    "taskId": "us-53-7063-14594",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Opening and closing conveyor gates is done at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:12:22.429Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-7063",
    "occupationId": null
  },
  {
    "taskId": "us-53-7063-14595",
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      4
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    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Shovelling material into containers or machines is entirely physical.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:12:22.429Z",
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    "occupationId": null
  },
  {
    "taskId": "us-53-7064-3211",
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      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Marking and labelling containers is done by hand on the item.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-7064",
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  {
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      6,
      14
    ],
    "d": [
      1,
      3,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Measuring, weighing and counting means putting hands on the goods.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-7064",
    "occupationId": null
  },
  {
    "taskId": "us-53-7064-3214",
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      49,
      63
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      3,
      1,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Recording order and packaging details on forms is data entry that systems capture automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-53-7064",
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  {
    "taskId": "us-53-7064-3215",
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      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Lifting finished or faulty goods onto conveyors or docks is manual handling.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      4
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    "d": [
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      4,
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      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Sealing boxes with glue, nails and hand tools is manual work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
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    "scoredUnderOccupationId": "us-soc-53-7064",
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  {
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      4
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    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Loading materials into packing machinery is done by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Assembling and padding cartons is done by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning containers and work areas is hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      4
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Carrying packages out to a customer's vehicle is physical help.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
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  {
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      4
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Filling containers by hand or from a chute is physical work.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-53-7064",
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  {
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      4
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
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    "rationale": "Fetching, moving and sorting goods is physical handling.",
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  {
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      12
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      3,
      0,
      0,
      2
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    "confidence": "high",
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    "rationale": "Checking containers and products against packing rules means looking at and handling them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
    "taskId": "us-53-7065-23871",
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      62,
      76
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      1,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Filling in order receipts is form work software completes from the order data it already holds.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:57.058Z",
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    "scoredUnderOccupationId": "us-soc-53-7065",
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  {
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      4
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      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Picking goods off bins and shelves means physically reaching for them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      1,
      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Reading an order to pull out catalog numbers, sizes, colors and quantities is straightforward information work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "us-soc-53-7065",
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  {
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      0,
      0,
      2
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    "rationale": "Packing and unpacking stock is manual handling.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:51:27.741Z",
    "keyingScheme": "text-only",
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  {
    "taskId": "us-53-7065-23875",
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      0,
      2
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    "unstable": false,
    "rationale": "Putting items away tidily and accessibly in a stockroom is physical work in the space.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
    "taskId": "us-53-7065-23876",
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      15
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    "d": [
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      3,
      0,
      0,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Spotting wear or damage means looking at and handling the actual goods, even though the report is written up afterwards.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
    "taskId": "us-53-7065-23877",
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      19,
      33
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      3,
      2,
      0,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Product questions are well covered by information tools, but the shopper is in the aisle wanting an answer now.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      21
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      3,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Counting stock as it arrives happens at the loading bay, though the recording afterwards is simple data entry.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  },
  {
    "taskId": "us-53-7065-23879",
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    "band": "minimal",
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      4
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      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Stamping, attaching or swapping price tickets is hands-on work on the goods.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:57.058Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-7065",
    "occupationId": null
  },
  {
    "taskId": "us-53-7065-23880",
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      4
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    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Filling shelves, racks, cases and bins is manual work on the store floor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:57.058Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-7065",
    "occupationId": null
  },
  {
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      31,
      45
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      2,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Matching an invoice against what actually arrived is document comparison, though someone has to look at the delivery.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-7065",
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  {
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      4
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      4,
      0,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Ringing up and taking payment at a checkout counter means being at the register with the customer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:57.058Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-7065",
    "occupationId": null
  },
  {
    "taskId": "us-53-7065-23883",
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      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Carrying packages out to a customer's vehicle is physical help.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
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    "occupationId": null
  },
  {
    "taskId": "us-53-7065-23884",
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      4
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    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Marking stock with tags, stamps or marking tools is hands-on work on the items.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:57.058Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-7065",
    "occupationId": null
  },
  {
    "taskId": "us-53-7065-23885",
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      31,
      45
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    "d": [
      3,
      2,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Deciding what needs reordering is data work, but the stock count itself means walking the shelves.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:57.058Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-7065",
    "occupationId": null
  },
  {
    "taskId": "us-53-7065-23886",
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      7
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    "d": [
      0,
      4,
      0,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Handing out materials, parts and supplies against a requisition means physically fetching them and giving them over.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:57.058Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-7065",
    "occupationId": null
  },
  {
    "taskId": "us-53-7065-23887",
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      16
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      3,
      0,
      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Directing and helping colleagues in a stockroom happens face to face where the work is.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:57.058Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-7065",
    "occupationId": null
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  {
    "taskId": "us-53-7065-23888",
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    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning display cases, shelves and aisles is manual cleaning.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:51:27.741Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-53-7065-23889",
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      12,
      26
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    "d": [
      3,
      3,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Software designs sign and display layouts easily, but building the display on the store floor is hands-on.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:57.058Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-7065",
    "occupationId": null
  },
  {
    "taskId": "us-53-7065-23890",
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      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Packing bags and boxes requires hands.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-53-7065-23891",
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      6,
      20
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    "d": [
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      0,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Deciding what to scrap or send back is a judgment call, but moving and returning the goods is physical.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-7065",
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  },
  {
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      0,
      4
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    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning equipment and storage areas is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:51:27.741Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "us-53-7065-23893",
    "score": 56,
    "band": "partial",
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      49,
      63
    ],
    "d": [
      3,
      1,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Recommending which excess or obsolete stock to clear is analysis of figures the business already records.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:57.058Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-7065",
    "occupationId": null
  },
  {
    "taskId": "us-53-7065-23894",
    "score": 56,
    "band": "partial",
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      49,
      63
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    "d": [
      3,
      1,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Keeping records of stock use and equipment damage is simple record work, though the observations come from people on the floor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:57.058Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-7065",
    "occupationId": null
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  {
    "taskId": "us-53-7065-23895",
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      73
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    "d": [
      4,
      1,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Records of outgoing orders come straight from the order system, so software keeps them accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:57.058Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-7065",
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  },
  {
    "taskId": "us-53-7065-23896",
    "score": 93,
    "band": "very high",
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      89,
      97
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    "d": [
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      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Working out prices for single items or groups of items is arithmetic against a price list.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:57.058Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-7065",
    "occupationId": null
  },
  {
    "taskId": "us-53-7065-23897",
    "score": 56,
    "band": "partial",
    "range": [
      49,
      63
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    "d": [
      3,
      1,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Reordering based on space, stock on hand and demand is the pattern work replenishment software already does.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-7065",
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      0,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Choosing storage methods and locations depends on knowing the actual building and how the goods behave in it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-7065",
    "occupationId": null
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  {
    "taskId": "us-53-7065-23899",
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    "d": [
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      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Driving a forklift needs a person at the controls.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:57.058Z",
    "keyingScheme": "text-only",
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  {
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    "d": [
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      4,
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      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Receiving, unloading, unpacking and putting out merchandise is manual work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:57.058Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-7065",
    "occupationId": null
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  {
    "taskId": "us-53-7071-14596",
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    "d": [
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      2,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Control software already tracks pressures and temperatures well, but operators still walk the station to check gauges in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can work out the right setting, but turning the valve to reach it needs a person at the equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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    "score": 38,
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    "d": [
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      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Recording volumes received and dispensed is routine data work, but meters at the station still get read in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "occupationId": null
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  {
    "taskId": "us-53-7071-14599",
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      4
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    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Running pumps that move gas and liquids is hands-on plant work, not something produced at a screen.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-7071",
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  {
    "taskId": "us-53-7071-14600",
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      1,
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Logging readings and operational changes is straightforward record-keeping that station systems can capture automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-7071",
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  {
    "taskId": "us-53-7071-14601",
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    "d": [
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      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Starting engines and pumps by hand on the controls is physical work with nothing for software to produce.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-7071",
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  {
    "taskId": "us-53-7071-14602",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Turning knobs and switches needs hands on the controls.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
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    "occupationId": null
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  {
    "taskId": "us-53-7071-14603",
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    "band": "minimal",
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      2,
      1,
      1,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reacting to a plant problem means judging what to change and telling people on the ground what to do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
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  {
    "taskId": "us-53-7071-14604",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Taking gas samples and running tests means handling equipment and containers on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "us-soc-53-7071",
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  {
    "taskId": "us-53-7071-14605",
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
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    "rationale": "Getting on and off the truck to lift garbage is physical work, repeated all day.",
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    "modelId": "claude-opus-5",
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    "rationale": "Calling in a breakdown or blocked street is simple messaging, but you must be at the scene.",
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      4
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    "rationale": "Checking weather and road conditions against a route is a data lookup software does very well.",
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    "rationale": "Putting a warning tag on a bin means being at that bin with the tag.",
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    "confidence": "high",
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    "rationale": "Washing out a truck body after a shift is physical cleaning work.",
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      3
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    "confidence": "high",
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    "rationale": "A special pickup still means driving there and lifting the material onto the truck.",
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    "modelId": "claude-opus-5",
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  {
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    "unstable": false,
    "rationale": "Tipping a loaded truck at a disposal site is hands-on operation of the vehicle.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Matching load numbers to instructions is a checking task, but the numbers are on vehicles out in the yard.",
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    "rationale": "Swinging a loading spout into position as cars pass is physical timing work.",
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    "rationale": "Operating loaders, conveyors and hoists is physical machine operation.",
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    "modelId": "claude-opus-5",
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      3
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    "rationale": "Flow data can be tracked automatically, but keeping product moving means being on site with the crew.",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Quantities pumped, gauge readings and operating times are routine numbers that metering systems already record automatically.",
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    "modelId": "claude-opus-5",
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    "d": [
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      1,
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Judging whether a vessel is clean and correctly loaded means climbing up and looking.",
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    "rationale": "Driving industrial trucks and loaders around a site is physical work.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
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    "rationale": "Connecting ground cables to a tanker is a hands-on safety step.",
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    "rationale": "Sealing valves on a tank car or truck is done by hand at the vehicle.",
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    "rationale": "Drawing and testing a sample with a hydrometer means handling the liquid.",
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    "rationale": "Connecting hoses and pumping cars out is physical unloading work.",
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    "rationale": "The specification itself is easy to generate, but someone still has to walk out and fix it to the tank.",
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    "rationale": "Starting pumps and adjusting valves is hands-on operation of the equipment.",
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    "rationale": "Opening crates, filling orders and counting stock is warehouse floor work.",
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    "taskId": "uk-1111-T-01822",
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      2
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    "rationale": "Keeping the board, directors and shareholders talking well together depends on personal standing that software cannot supply.",
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    "rationale": "Approving an agreement is a director's own act, even though software can draft and check the wording first.",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1111",
    "occupationId": null
  },
  {
    "taskId": "uk-1111-T-01325",
    "score": 50,
    "band": "partial",
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      43,
      57
    ],
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      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Campaign material can be reviewed and even drafted automatically, but signing it off remains a manager's decision.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1111",
    "occupationId": null
  },
  {
    "taskId": "uk-1111-T-07106",
    "score": 49,
    "band": "partial",
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      42,
      56
    ],
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      0,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Buying runs on documented processes software supports well, though directing the buyers day to day needs a manager.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1111",
    "occupationId": null
  },
  {
    "taskId": "uk-1111-T-09894",
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      27,
      35
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      2,
      0,
      3,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Looking after other people's money is tightly regulated here and must be done by an authorised firm and person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1111",
    "occupationId": null
  },
  {
    "taskId": "uk-1111-T-16348",
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      19,
      33
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      1,
      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Press material can be written automatically, but interviews and media relationships need a recognisable person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1111",
    "occupationId": null
  },
  {
    "taskId": "uk-1111-T-18038",
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      4
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      4,
      0,
      3,
      1
    ],
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    "unstable": false,
    "rationale": "Being at an event to represent the service is by its nature something a person does in the flesh.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1111",
    "occupationId": null
  },
  {
    "taskId": "uk-1111-T-00951",
    "score": 75,
    "band": "high",
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      71,
      79
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      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Draft laws are public, and working out what they would mean for services is exactly the reading software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1111",
    "occupationId": null
  },
  {
    "taskId": "uk-1111-T-07042",
    "score": 49,
    "band": "partial",
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      42,
      56
    ],
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      2,
      0,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Advertising work can be drafted automatically, though running the department means managing people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1111",
    "occupationId": null
  },
  {
    "taskId": "uk-1111-T-11283",
    "score": 43,
    "band": "partial",
    "range": [
      36,
      50
    ],
    "d": [
      2,
      0,
      1,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Credit decisions follow documented rules software can apply, but leading the team and owning the risk stays human.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1111",
    "occupationId": null
  },
  {
    "taskId": "uk-1111-T-14473",
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      30,
      44
    ],
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      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Distribution planning is largely data work, though keeping an eye on the operation means being around it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1111",
    "occupationId": null
  },
  {
    "taskId": "uk-1111-T-12661",
    "score": 9,
    "band": "minimal",
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      2,
      16
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      2,
      0,
      3,
      2
    ],
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    "unstable": false,
    "rationale": "Leading a line team through a busy day depends on a manager the crew knows, present with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1121",
    "occupationId": null
  },
  {
    "taskId": "uk-1111-T-04799",
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      24,
      38
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      2,
      0,
      1,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Much of the paperwork can be prepared automatically, but coordinating between missions runs on established personal contacts.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1111",
    "occupationId": null
  },
  {
    "taskId": "uk-1111-T-14301",
    "score": 18,
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      11,
      25
    ],
    "d": [
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      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Plans and schedules can be drafted automatically, but making a visit run smoothly means people on the ground.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1111",
    "occupationId": null
  },
  {
    "taskId": "uk-1111-T-06732",
    "score": 37,
    "band": "low",
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      30,
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    "d": [
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      1,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Policy text can be drafted from published material, though the judgement behind a country's position stays with officials.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1111",
    "occupationId": null
  },
  {
    "taskId": "uk-1111-T-12931",
    "score": 7,
    "band": "minimal",
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      3,
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      1,
      4,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Bringing opposing sides to an agreement depends on trust in the person doing the mediating.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1111",
    "occupationId": null
  },
  {
    "taskId": "uk-1111-T-09032",
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      30,
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      0,
      1,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can pull together background and options, but choosing how to engage another country rests on private judgement.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1111",
    "occupationId": null
  },
  {
    "taskId": "uk-1111-T-13114",
    "score": 70,
    "band": "high",
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      0,
      1,
      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Political and government activity is reported publicly, so tracking it and writing it up suits software well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1111",
    "occupationId": null
  },
  {
    "taskId": "uk-1111-T-16500",
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      3,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Helping citizens in trouble abroad usually means an official attending in person in sensitive circumstances.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1111",
    "occupationId": null
  },
  {
    "taskId": "uk-1111-T-00908",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Laws and policies are written down, so researching them and drawing conclusions is strong ground for software.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1111",
    "occupationId": null
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  {
    "taskId": "uk-1111-T-09278",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Helping people in dispute understand each other depends on a trusted person in the room with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1111",
    "occupationId": null
  },
  {
    "taskId": "uk-1111-T-14543",
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    "rationale": "Rotas and reporting can be handled automatically, but overseeing staff at a mission means being present with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1111",
    "occupationId": null
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  {
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      3
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    "confidence": "medium",
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    "rationale": "Answering queries from documented material is something software does quickly and usually well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1111",
    "occupationId": null
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  {
    "taskId": "uk-1111-T-02992",
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    "rationale": "Drawing out what people in dispute really want depends on them trusting the person asking.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1111",
    "occupationId": null
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  {
    "taskId": "uk-1111-T-07467",
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    "band": "very high",
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      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Report drafting is one of the things software does best once the findings are available.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1111",
    "occupationId": null
  },
  {
    "taskId": "uk-1111-T-15454",
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    "confidence": "high",
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    "rationale": "Official documents follow set formats, so preparing and keeping track of them is largely automatic.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1111",
    "occupationId": null
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  {
    "taskId": "uk-1111-T-16765",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Helping colleagues shape policy text is document work that software supports strongly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1111",
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    "confidence": "high",
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    "rationale": "Legal documents are text, and pulling out the points that matter is well suited to software.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1111",
    "occupationId": null
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  {
    "taskId": "uk-1111-T-07462",
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      3
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    "rationale": "Drafting replies to routine enquiries is one of the things AI does most reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1131",
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  {
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Settling conflicts over land and resources depends on a trusted person negotiating with those affected.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1111",
    "occupationId": null
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  {
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      3
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    "confidence": "medium",
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    "rationale": "General office administration is screen-based, documented work software supports strongly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4159",
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  {
    "taskId": "uk-1111-T-17582",
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Travel advice is assembled from published safety and legal sources, which software can monitor and rewrite quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1111",
    "occupationId": null
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  {
    "taskId": "uk-1111-T-18594",
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      4
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    "confidence": "high",
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    "rationale": "Laws and regulations are published in full, so reviewing the relevant ones is straightforward for software.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1111",
    "occupationId": null
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  {
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    "rationale": "An appraisal is a candid conversation between two people who work together.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2313",
    "occupationId": null
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  {
    "taskId": "uk-1111-T-13675",
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    "unstable": false,
    "rationale": "Positions and draft terms can be prepared automatically, but settling a dispute is done by people talking to each other.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:43:40.166Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1111",
    "occupationId": null
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  {
    "taskId": "uk-1111-T-18372",
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      3
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    "confidence": "medium",
    "unstable": false,
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  },
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    "modelId": "claude-opus-5",
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  },
  {
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    "rationale": "Leaflets and messaging can be produced easily, but canvassing and campaign events happen on the doorstep.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1112",
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  {
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    "modelId": "claude-opus-5",
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    "rationale": "Options and recommendations can be generated quickly, but an elected representative's recommendation carries a mandate only they hold.",
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    "keyingScheme": "text+occupation",
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    "keyingScheme": "text-only",
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  {
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    "confidence": "high",
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    "rationale": "Searching out grants and funding sources is research and matching work that tools do quickly.",
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    "rationale": "Workflow can be organised automatically, but managing the people doing it is a human job.",
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    "keyingScheme": "text-only",
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    "rationale": "Past voting records help, but the decisive information comes from private conversations with colleagues.",
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    "keyingScheme": "text+occupation",
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    "rationale": "Following safety rules on a factory floor is something a person does with their own body and attention.",
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    "rationale": "The programme can be drafted on a screen, but putting it into practice happens on the shop floor.",
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    "rationale": "Progress meetings work because people are in the room reading each other and committing to actions.",
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    "rationale": "Working out what to reorder and when is well-documented number work software does well.",
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    "rationale": "New products and processes can be sketched digitally, but proving them out needs trials on real equipment.",
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    "rationale": "Waste data can be analysed automatically, though cutting it means changing what happens on the line.",
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    "rationale": "Reading productivity figures and naming where to improve is analysis software does quickly and clearly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Motivating a team rests on a person the workers know, standing with them.",
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    "rationale": "Site safety law only bites when someone walks the site and makes people follow it.",
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    "rationale": "Codes and standards are published in full, so applying them is well within reach of software.",
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    "rationale": "Local partnerships are built through people meeting each other and building trust.",
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    "rationale": "Control systems already flag faults and raise alerts, though grid emergencies need an authorised person taking charge.",
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    "rationale": "Maintenance and repair records are structured entries that maintenance systems already generate from job data.",
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    "rationale": "Tracking project spend against budget is number work software does well.",
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    "rationale": "Sorting out complaints from bill payers and users depends on the person feeling properly listened to.",
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    "rationale": "Containment plans can be drafted, but directing the measures means people acting on the ground under environmental permits.",
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    "rationale": "Warranty claims follow set contract rules, so the paperwork and tracking are highly automatable.",
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    "rationale": "Shareholder updates are structured reporting AI drafts, with the board still accountable for them.",
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    "rationale": "AI can build the plan, but the strategic choices belong to the people running the business.",
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    "rationale": "Payroll calculation and payslip issue is a solved software problem.",
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    "rationale": "Documents are mostly stored and searched electronically, so filing and finding them is already largely automated.",
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    "rationale": "AI explains the numbers clearly, though the conversation with managers is still had in person.",
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    "rationale": "Share schemes and dividends run on set rules, but a company officer is accountable for them.",
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    "rationale": "Tracking regulatory change is exactly the kind of monitoring and summarising AI does well.",
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      3
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    "rationale": "Preparing board papers from existing material is document work AI drafts well.",
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    "rationale": "Advising a board on its legal position needs a professional who carries responsibility for it.",
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      3
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    "rationale": "Reviewing processes for improvements is documented analysis AI supports strongly.",
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    "confidence": "high",
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    "rationale": "A business in trouble takes advice from someone it trusts and who carries responsibility.",
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    "scoredUnderOccupationId": "uk-soc-1132",
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    "taskId": "uk-1132-T-16025",
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      3
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1132",
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  {
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      1,
      3
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    "confidence": "high",
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    "rationale": "Publicity material drafts easily, though placing it well benefits from knowing the audience.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3556",
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  {
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      33,
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      3
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    "rationale": "Objectives can be drafted, but agreeing them with a team is a management conversation.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3556",
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  {
    "taskId": "uk-1132-T-02192",
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      0,
      2,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "The value of a conference is in being there and meeting people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3556",
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  {
    "taskId": "uk-1132-T-03542",
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    "confidence": "low",
    "unstable": false,
    "rationale": "Finding and briefing illustrators or photographers can be part drafted, but choosing and hiring people stays personal.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "uk-1132-T-05336",
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      0,
      3
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    "confidence": "high",
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    "rationale": "Writing and building the deck is quick for software, though the plan itself needs the business's own thinking.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3556",
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  {
    "taskId": "uk-1132-T-06401",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Business cases draft well from documented costs, benefits and evidence.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
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  {
    "taskId": "uk-1132-T-07131",
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      3,
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    "confidence": "high",
    "unstable": false,
    "rationale": "Hiring and developing people depends on judgement built face to face.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3556",
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  {
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    "confidence": "high",
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    "rationale": "Motivating a sales team depends on trust built with those people.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3556",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Leading a sales team to hit targets depends on relationships and motivation only a person can carry.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1132",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Tracking performance against agreed targets is standard reporting from sales systems.",
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    "modelId": "claude-opus-5",
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    "confidence": "medium",
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    "rationale": "Proposal documents can be drafted quickly, though presenting and defending them in the room is a human job.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1132",
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  {
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    "confidence": "medium",
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    "rationale": "Turning product and audience information into a clear creative brief is structured writing software does well.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1132",
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    "confidence": "low",
    "unstable": false,
    "rationale": "Choosing display items can be part planned at a desk, but judging how they look on a stand needs someone there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1132",
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  {
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    "confidence": "medium",
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    "rationale": "Drafting is quick, though tailoring material happens through discussion with several parties.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "uk-1132-T-03739",
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    "confidence": "high",
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    "rationale": "Pulling product and service details into a clear list is routine writing from records the business already holds.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "confidence": "medium",
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    "rationale": "Survey and questionnaire design is well documented and drafts easily.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "confidence": "high",
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    "rationale": "Mentoring depends on a trusting relationship with a specific person, which software cannot stand in for.",
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    "modelId": "claude-opus-5",
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    "confidence": "medium",
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    "rationale": "Supporting a live introduction means being present with field staff and customers.",
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    "rationale": "Assembling and reviewing illustrations for a presentation is well-supported desk work.",
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    "rationale": "Solving flavour and packaging problems relies on hands-on testing and specialist know-how that is rarely written down.",
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    "rationale": "Mobilising a campaign team depends on leadership people respond to.",
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    "rationale": "Gathering sustainability advice is largely information gathering, though the useful detail sits with colleagues rather than public sources.",
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    "rationale": "Settling a newly formed team is about trust and day-to-day relationships rather than producing any document.",
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      3
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    "rationale": "The ideas can be prepared by software, but selling them to a creative director happens face to face.",
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    "confidence": "medium",
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    "rationale": "Sustainability options and trade-offs are well documented, so recommendations draft readily.",
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    "rationale": "This means travelling to places and photographing them, which needs a person on site.",
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    "rationale": "Working out shoot details with the crew happens through live discussion and on-set knowledge that is not written down.",
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    "rationale": "Rough visualisations can be generated, though preparing usable storyboard drawings still needs an artist.",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Copyright issues can be researched and drafted, but the legal team decides how each case is settled.",
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    "rationale": "Supporting a production on location is work that requires being physically present.",
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    "modelId": "claude-opus-5",
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    "rationale": "Sales tactics can be suggested by software, but hitting targets happens through daily work on the floor.",
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    "confidence": "high",
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    "rationale": "Comparing products and competitor strategies uses widely available published information.",
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    "modelId": "claude-opus-5",
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    "rationale": "Building and maintaining company websites is one of the strongest areas for current tools, with abundant documentation available.",
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    "rationale": "Booking and briefing a shoot is desk work, but the shoot itself needs people, cameras and a location.",
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  },
  {
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    "rationale": "Rules and targets are written down, but someone senior has to be answerable for compliance.",
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  },
  {
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    "rationale": "Forecasting demand from past sales is a task computers already do better than most people.",
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    "modelId": "claude-opus-5",
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  {
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    "rationale": "Finding savings in supplier data is analysis software does quickly across large spending files.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Putting quality systems into practice depends on getting colleagues and suppliers to change how they work.",
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  {
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    "rationale": "Leading a sustainability push is as much about persuading the organisation as writing the policy.",
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    "keyingScheme": "text-only",
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      3
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    "rationale": "Long-running supplier relationships depend on trust built between particular people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  },
  {
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      59,
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      3
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    "rationale": "Scoring tenders against published criteria is structured comparison, with a person accountable for the decision.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1134",
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  },
  {
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      49,
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      1,
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      3
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    "rationale": "Running a tender is a documented process, though the rules require a responsible person overseeing it.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1134",
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  },
  {
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      49,
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      3
    ],
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    "rationale": "Ordering and tracking deliveries is administrative work software does well, though goods arrive physically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3
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    "rationale": "Requisitions and purchase orders follow fixed formats and system data, so software processes them at least as well as usual.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1134",
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  },
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      3
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    "rationale": "Reading contracts and testing them against current prices is document work AI handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1134",
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      3
    ],
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    "rationale": "Specifications can be reviewed against requirements by software, but awarding a tender is the director's own accountable decision.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1134",
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      3
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    "rationale": "Requests for bids follow a standard format from specifications already written, so software prepares and issues them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1134",
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      0,
      3
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    "rationale": "Working inside purchasing systems to control spending is data work software is built for.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1134",
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      3
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    "rationale": "Analysing markets and delivery routes for availability is research and data work with plenty of published sources.",
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    "modelId": "claude-opus-5",
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    "rationale": "Budgets are built from documented spend and supplier data, so software produces a solid draft for the director to adjust.",
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    "modelId": "claude-opus-5",
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    "rationale": "Forecasting price movements from market and historical data suits statistical and AI tools well.",
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    "rationale": "Finding candidate suppliers is straightforward searching, though vetting the shortlist takes real checking.",
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    "rationale": "Redesigning a supply chain on paper is easy; making it work involves suppliers, sites and physical flows.",
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      4
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    "rationale": "Watching market trends and new products is reading and comparison work AI does quickly across many sources.",
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    "rationale": "Bid award papers are assembled from tender documents already on file, so software drafts them ahead of the board decision.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Sorting out a dispute with a supplier depends on the working relationship and a conversation, not a document.",
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    "rationale": "Purchase orders and contracts are checked against a written policy, which is exactly the sort of comparison software does reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Setting targets and scoring supplier performance is a data and reporting job.",
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    "keyingScheme": "text-only",
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      0,
      3
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    "rationale": "Tender submissions are assembled from documents already prepared and follow strict formats, so software handles the process reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1134",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Disposal routes and duty-of-care paperwork are documented, but arranging the actual removal means dealing with sites and carriers.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1134",
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  {
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      4
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    "confidence": "medium",
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    "rationale": "Scanning for useful new technology is research across published material, which AI does quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:42:09.184Z",
    "keyingScheme": "text-only",
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      3
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    "unstable": false,
    "rationale": "Talking to suppliers about products and prices is a live conversation, though preparation and notes can be automated.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Filing and organising contracts so they can be found later is routine document management.",
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    "rationale": "Funding sources and figures are well documented, but judging which opportunities suit this charity needs inside knowledge.",
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    "rationale": "Laws are published in full and policies follow standard wording, so redrafting them suits software well.",
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    "rationale": "Venues can be researched and booked from published information, though most are viewed before confirming.",
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      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Briefing notes can be written automatically, but leading a team through an event happens in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
    "occupationId": null
  },
  {
    "taskId": "uk-1139-T-13667",
    "score": 40,
    "band": "partial",
    "range": [
      33,
      47
    ],
    "d": [
      2,
      0,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Prices can be compared automatically, but agreeing terms with suppliers is a conversation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
    "occupationId": null
  },
  {
    "taskId": "uk-1139-T-14357",
    "score": 24,
    "band": "low",
    "range": [
      17,
      31
    ],
    "d": [
      2,
      2,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Plans and orders can be produced automatically, but setting a venue up happens on the floor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
    "occupationId": null
  },
  {
    "taskId": "uk-1139-T-15230",
    "score": 40,
    "band": "partial",
    "range": [
      33,
      47
    ],
    "d": [
      2,
      0,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Outline plans can be drafted automatically, but agreeing them with sponsors and committees is a discussion.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
    "occupationId": null
  },
  {
    "taskId": "uk-1139-T-20890",
    "score": 6,
    "band": "minimal",
    "range": [
      2,
      10
    ],
    "d": [
      1,
      3,
      0,
      2,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Fixing problems while an event is running needs someone present who can act immediately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
    "occupationId": null
  },
  {
    "taskId": "uk-1139-T-01347",
    "score": 22,
    "band": "low",
    "range": [
      15,
      29
    ],
    "d": [
      2,
      2,
      1,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Traffic plans can be drafted automatically, but parking is managed by people on the ground.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
    "occupationId": null
  },
  {
    "taskId": "uk-1139-T-01434",
    "score": 64,
    "band": "high",
    "range": [
      57,
      71
    ],
    "d": [
      3,
      0,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Issuing passes and timings is list and diary work that software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
    "occupationId": null
  },
  {
    "taskId": "uk-1139-T-04950",
    "score": 48,
    "band": "partial",
    "range": [
      41,
      55
    ],
    "d": [
      3,
      1,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Transport scheduling is a planning problem software solves well, though the day itself needs staff.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
    "occupationId": null
  },
  {
    "taskId": "uk-1139-T-07904",
    "score": 7,
    "band": "minimal",
    "range": [
      3,
      11
    ],
    "d": [
      1,
      3,
      0,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Clearing a venue is physical work managed by someone on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
    "occupationId": null
  },
  {
    "taskId": "uk-1139-T-08170",
    "score": 64,
    "band": "high",
    "range": [
      57,
      71
    ],
    "d": [
      3,
      0,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Event budgets are built and tracked from quotes and invoices, which software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
    "occupationId": null
  },
  {
    "taskId": "uk-1139-T-09411",
    "score": 49,
    "band": "partial",
    "range": [
      42,
      56
    ],
    "d": [
      2,
      0,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Contractors can be researched and briefed automatically, but choosing who to trust is a human decision.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
    "occupationId": null
  },
  {
    "taskId": "uk-1139-T-11423",
    "score": 64,
    "band": "high",
    "range": [
      57,
      71
    ],
    "d": [
      3,
      0,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Publicity copy and briefing notes are content work software produces quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
    "occupationId": null
  },
  {
    "taskId": "uk-1139-T-13602",
    "score": 18,
    "band": "minimal",
    "range": [
      11,
      25
    ],
    "d": [
      1,
      0,
      0,
      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Agreeing a budget is a negotiation where trust between the people in the room decides the outcome.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1121",
    "occupationId": null
  },
  {
    "taskId": "uk-1139-T-13666",
    "score": 40,
    "band": "partial",
    "range": [
      33,
      47
    ],
    "d": [
      2,
      0,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Rates can be compared automatically, but the haggling and booking is done between people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
    "occupationId": null
  },
  {
    "taskId": "uk-1139-T-14399",
    "score": 64,
    "band": "high",
    "range": [
      60,
      68
    ],
    "d": [
      3,
      0,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Registration runs on booking systems that already handle most of the work automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
    "occupationId": null
  },
  {
    "taskId": "uk-1139-T-16227",
    "score": 75,
    "band": "high",
    "range": [
      71,
      79
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Post-event reviews are written from feedback and figures already collected.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
    "occupationId": null
  },
  {
    "taskId": "uk-1139-T-18201",
    "score": 83,
    "band": "very high",
    "range": [
      79,
      87
    ],
    "d": [
      3,
      0,
      0,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Venues, suppliers and contractors advertise publicly, so this research suits software very well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
    "occupationId": null
  },
  {
    "taskId": "uk-1139-T-18960",
    "score": 40,
    "band": "partial",
    "range": [
      33,
      47
    ],
    "d": [
      2,
      0,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Prospect lists can be built automatically, but winning a sponsor depends on a personal approach.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
    "occupationId": null
  },
  {
    "taskId": "uk-1139-T-19969",
    "score": 7,
    "band": "minimal",
    "range": [
      3,
      11
    ],
    "d": [
      1,
      3,
      0,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Supervising caterers and security at an event means being there while they work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
    "occupationId": null
  },
  {
    "taskId": "uk-1139-T-20712",
    "score": 18,
    "band": "minimal",
    "range": [
      11,
      25
    ],
    "d": [
      2,
      2,
      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Training notes can be written automatically, but showing volunteers what to do happens on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
    "occupationId": null
  },
  {
    "taskId": "uk-1139-T-01427",
    "score": 56,
    "band": "partial",
    "range": [
      49,
      63
    ],
    "d": [
      3,
      1,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Distribution can be planned automatically, though the leaflets themselves are moved and handed out by people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
    "occupationId": null
  },
  {
    "taskId": "uk-1139-T-07852",
    "score": 22,
    "band": "low",
    "range": [
      18,
      26
    ],
    "d": [
      2,
      2,
      2,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Safety duties rest with a named responsible person and much of the checking happens on the floor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
    "occupationId": null
  },
  {
    "taskId": "uk-1139-T-08326",
    "score": 64,
    "band": "high",
    "range": [
      60,
      68
    ],
    "d": [
      3,
      0,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Comparing providers against customer requirements is structured analysis, with the final choice discussed.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-1139-T-09420",
    "score": 40,
    "band": "partial",
    "range": [
      33,
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    "d": [
      2,
      0,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Recruitment admin can be automated, but signing up volunteers depends on personal contact.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
    "occupationId": null
  },
  {
    "taskId": "uk-1139-T-12540",
    "score": 48,
    "band": "partial",
    "range": [
      41,
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    "d": [
      3,
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      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Print orders and security bookings are administrative tasks software handles well, with checks on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
    "occupationId": null
  },
  {
    "taskId": "uk-1139-T-13645",
    "score": 40,
    "band": "partial",
    "range": [
      33,
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    "d": [
      2,
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      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Contract wording can be drafted automatically, but hotel rates are agreed in negotiation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
    "occupationId": null
  },
  {
    "taskId": "uk-1139-T-14376",
    "score": 56,
    "band": "partial",
    "range": [
      49,
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    "d": [
      3,
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      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Ordering and tracking deliveries is administrative work software does well, though goods arrive physically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
    "occupationId": null
  },
  {
    "taskId": "uk-1139-T-16467",
    "score": 4,
    "band": "minimal",
    "range": [
      0,
      8
    ],
    "d": [
      1,
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      0,
      3,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Looking after visitors in person is the work itself, and people expect a friendly face.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
    "occupationId": null
  },
  {
    "taskId": "uk-1139-T-18174",
    "score": 70,
    "band": "high",
    "range": [
      66,
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    "d": [
      3,
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      0,
      1,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Finding potential clients and events is desk research over published information, which software does quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
    "occupationId": null
  },
  {
    "taskId": "uk-1139-T-18561",
    "score": 75,
    "band": "high",
    "range": [
      71,
      79
    ],
    "d": [
      3,
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      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking bills against what was ordered is arithmetic and matching that software does reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
    "occupationId": null
  },
  {
    "taskId": "uk-1139-T-20092",
    "score": 37,
    "band": "low",
    "range": [
      30,
      44
    ],
    "d": [
      2,
      1,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Copy and artwork can be drafted automatically, but overseeing a shoot or print run involves being present.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
    "occupationId": null
  },
  {
    "taskId": "uk-1139-T-02963",
    "score": 7,
    "band": "minimal",
    "range": [
      3,
      11
    ],
    "d": [
      1,
      3,
      1,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Judging whether a venue is safe and suitable means walking round it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
    "occupationId": null
  },
  {
    "taskId": "uk-1139-T-07859",
    "score": 32,
    "band": "low",
    "range": [
      25,
      39
    ],
    "d": [
      2,
      1,
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Requirements can be tracked automatically, but responsibility for meeting them sits with a named person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
    "occupationId": null
  },
  {
    "taskId": "uk-1139-T-12348",
    "score": 64,
    "band": "high",
    "range": [
      57,
      71
    ],
    "d": [
      3,
      0,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Campaign copy and planning are content tasks software produces quickly and well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
    "occupationId": null
  },
  {
    "taskId": "uk-1139-T-13817",
    "score": 56,
    "band": "partial",
    "range": [
      49,
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    "d": [
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      1,
      1,
      3
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  },
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    "confidence": "high",
    "unstable": false,
    "rationale": "Attending an event on behalf of the company means being there in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "rationale": "Progress notes can be produced automatically, but reviewing them with a committee is a live discussion.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Putting up an exhibition stand is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Following safety rules is something a person does in the workplace; software can remind and record, but cannot be present.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1139",
    "occupationId": null
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  {
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      79,
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Marketing brochures are writing and layout, which software produces quickly to a good standard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Checking activity against written rules and policies is exactly the kind of comparison software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
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  {
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      79,
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      4
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    "confidence": "high",
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    "rationale": "Trade publications are published text, so summarising trends from them is well suited to software.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
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  {
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4159",
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    "confidence": "high",
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    "rationale": "Setting up and adjusting sound and vision equipment is hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Intellectual property filings follow set formats software can draft, though a qualified attorney normally signs them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Court documents follow standard structures software drafts well, but a qualified lawyer takes responsibility.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
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      4
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    "confidence": "high",
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    "rationale": "Case law and legislation are published, so researching and summarising them is strong ground for software.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
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    "confidence": "medium",
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    "rationale": "A manager drafting wills or contracts is not doing work reserved to solicitors, so the documents simply go to a lawyer to check.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1139",
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      3
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    "rationale": "Evidence bundles are assembled from documents software can search and organise, then handed to lawyers to use.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1139",
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  {
    "taskId": "uk-1139-T-11025",
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      3
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    "rationale": "Software can research the law quickly, but deciding what claim to bring is professional legal judgement.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
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      2
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
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      2
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    "rationale": "Taking on a case starts with a client deciding they trust the person in front of them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
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    "taskId": "uk-1139-T-07445",
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      3
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    "confidence": "high",
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    "rationale": "Drafting an agenda from previous minutes and requests is straightforward writing software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4159",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Applications can be checked automatically, but issuing the licence is a decision reserved to an authorised officer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
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    "d": [
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Automatic transcription and summarising already produce usable minutes from a recording of the meeting.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
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    "unstable": false,
    "rationale": "Fee collection runs through payment systems that already handle most of the work automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
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    "rationale": "Digital records can be managed automatically, though paper archives still need handling and storage.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Financial record keeping is well-defined bookkeeping work that software does accurately.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Checking spending against budgets and payroll records is matching and arithmetic software does reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
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    "rationale": "Digital archives can be searched automatically, though older records may still be on paper in store.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      2
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    "confidence": "medium",
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    "rationale": "Identity and immigration documents usually have to be seen and matched to the person, so software checks only part of it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
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    "d": [
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    "confidence": "high",
    "unstable": false,
    "rationale": "Running an election is governed by law, with a named officer responsible and staff present at every stage.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
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      4
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    "confidence": "high",
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    "rationale": "Coding application details for entry is routine data work that software does quickly and accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Getting different departments to pull together depends on working relationships across the business.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1131",
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      3
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    "confidence": "medium",
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    "rationale": "Checking applications against written rules suits software well, but the officer answers for the outcome.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Notices follow a set form and the meeting details already sit in the system, so software can produce and issue them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
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    "confidence": "high",
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    "rationale": "Budget management is number work on figures already held in the finance system.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Formal resolutions and notices follow standard wording that software can draft accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
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    "rationale": "Adjusting production schedules against lead times is a planning calculation software does quickly.",
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    "rationale": "Supply chain data analysis and optimisation is exactly the kind of number work software does well.",
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    "rationale": "Judging a factory's capability means walking the floor and seeing how it really runs.",
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    "rationale": "Legislation and standards are published and easy to turn into requirements, with the business held responsible.",
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    "rationale": "Watching forecasts and quotas and flagging knock-on effects is routine analysis of internal data.",
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    "rationale": "Analysis and offer drafts can be produced automatically, but the back-and-forth of agreeing a deal still runs through people.",
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    "keyingScheme": "text+occupation",
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    "rationale": "Life-cycle assessment follows published methods, though a qualified assessor stands behind the result.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Approving a new supplier involves visits and joint judgement with colleagues from several departments.",
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    "scoredAt": "2026-08-04T18:12:16.489Z",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Network and flow optimisation is exactly the kind of calculation software does very well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Returns and recycling flows are documented, but overseeing them involves sites and regulators.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Working out costs from price lists and estimates is arithmetic over data the business already holds, so software handles it well.",
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    "rationale": "The sums are straightforward, but the decision rests on knowing the local area and its customers.",
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      3
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1150",
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  },
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      4,
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    "rationale": "Commanding soldiers on operations means being there with them and being trusted under pressure.",
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    "modelId": "claude-opus-5",
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    "modelId": "claude-opus-5",
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    "rationale": "Software can help piece together surveillance data, but much of the useful information stays secret and local.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Motivating people is something they take from a person they know, not from a screen.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1161",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-2132",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      2
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1161",
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    "modelId": "claude-opus-5",
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      2,
      2
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    "rationale": "Timetables, joining instructions and course plans are largely paperwork software can put together.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-1132",
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    "rationale": "Software can map out development options, but the learning itself has to be done by the person.",
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    "keyingScheme": "text-only",
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    "modelId": "claude-opus-5",
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    "rationale": "Loading weapons onto an aircraft is physical work.",
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    "modelId": "claude-opus-5",
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    "scoredAt": "2026-08-05T09:43:40.166Z",
    "keyingScheme": "text+occupation",
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    "rationale": "Threat scanning uses abundant published sources and automated feeds rather than human searching.",
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    "modelId": "claude-opus-5",
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    "rationale": "Comparing what people can do against what a role needs is a paperwork analysis software handles well.",
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    "rationale": "Finding a workable fix under deadline pressure depends on project knowledge that is rarely written down.",
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    "rationale": "Work orders and maintenance instructions are straightforward to generate from equipment records.",
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    "modelId": "claude-opus-5",
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    "rationale": "Budgeting is ordinary desk work with the figures already held on computer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Business plans can be drafted quickly, but the strategy inside them needs judgement about this organisation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:36:21.102Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2440",
    "occupationId": null
  },
  {
    "taskId": "uk-1161-T-18782",
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    "band": "minimal",
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      11,
      25
    ],
    "d": [
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      2,
      0,
      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Course material writes itself easily enough, but running a course means standing in front of people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:24:42.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1161",
    "occupationId": null
  },
  {
    "taskId": "uk-1161-T-20652",
    "score": 9,
    "band": "minimal",
    "range": [
      5,
      13
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    "d": [
      1,
      2,
      0,
      3,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Training and supervising staff depends on a person alongside them on the floor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1121",
    "occupationId": null
  },
  {
    "taskId": "uk-1161-T-20671",
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    "range": [
      0,
      6
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    "d": [
      0,
      3,
      0,
      3,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Training someone on a specific job procedure means being at the machine or line showing them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:33:03.484Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1136",
    "occupationId": null
  },
  {
    "taskId": "uk-1161-T-00069",
    "score": 26,
    "band": "low",
    "range": [
      19,
      33
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    "d": [
      2,
      1,
      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Managing a project involves plenty of drafting, but the decisions and the people are handled in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:24:42.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1161",
    "occupationId": null
  },
  {
    "taskId": "uk-1161-T-02783",
    "score": 75,
    "band": "high",
    "range": [
      68,
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    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Course records, enrolments and returns are routine administration that software can largely produce.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:24:42.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1161",
    "occupationId": null
  },
  {
    "taskId": "uk-1161-T-04834",
    "score": 39,
    "band": "low",
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      32,
      46
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    "d": [
      3,
      1,
      0,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Arranging language courses is scheduling and coordination work that software can largely draft.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:24:42.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1161",
    "occupationId": null
  },
  {
    "taskId": "uk-1161-T-04972",
    "score": 40,
    "band": "partial",
    "range": [
      33,
      47
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    "d": [
      2,
      0,
      0,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Documents can be drafted, but agreeing a programme with other colleges and bodies is negotiation between people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:41:42.725Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2312",
    "occupationId": null
  },
  {
    "taskId": "uk-1161-T-12304",
    "score": 75,
    "band": "high",
    "range": [
      71,
      79
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping accounts is desk work software already does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:24:42.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1161",
    "occupationId": null
  },
  {
    "taskId": "uk-1161-T-13726",
    "score": 79,
    "band": "high",
    "range": [
      72,
      86
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    "d": [
      4,
      0,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Raising a fault notification is a simple, routine message that systems already generate automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:24:42.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1161",
    "occupationId": null
  },
  {
    "taskId": "uk-1161-T-19960",
    "score": 7,
    "band": "minimal",
    "range": [
      3,
      11
    ],
    "d": [
      1,
      3,
      0,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Supervising kitchen staff means being in the kitchen while the work happens.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
  },
  {
    "taskId": "uk-1161-T-20225",
    "score": 14,
    "band": "minimal",
    "range": [
      7,
      21
    ],
    "d": [
      2,
      2,
      0,
      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Supporting service families depends on a relationship built in person, though information can be prepared automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:24:42.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1161",
    "occupationId": null
  },
  {
    "taskId": "uk-1161-T-20433",
    "score": 20,
    "band": "low",
    "range": [
      13,
      27
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    "d": [
      2,
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      0,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Lesson content is easy to draft, but teaching technical military subjects happens with people in a room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:24:42.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1161",
    "occupationId": null
  },
  {
    "taskId": "uk-1161-T-06866",
    "score": 16,
    "band": "minimal",
    "range": [
      9,
      23
    ],
    "d": [
      1,
      1,
      0,
      1,
      1
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Assault planning depends on secret, fast-changing detail that is not written down anywhere software can reach.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:24:42.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1161",
    "occupationId": null
  },
  {
    "taskId": "uk-1161-T-15912",
    "score": 4,
    "band": "minimal",
    "range": [
      0,
      11
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    "d": [
      1,
      3,
      0,
      2,
      1
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Getting troops ready to deploy is hands-on preparation and drill.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:24:42.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1161",
    "occupationId": null
  },
  {
    "taskId": "uk-1161-T-10841",
    "score": 59,
    "band": "partial",
    "range": [
      52,
      66
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    "d": [
      3,
      0,
      1,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Reading and interpreting written intelligence is desk work software already does well, though the classified detail behind it stays inside secure systems.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:43:40.166Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1161",
    "occupationId": null
  },
  {
    "taskId": "uk-1161-T-14587",
    "score": 5,
    "band": "minimal",
    "range": [
      0,
      12
    ],
    "d": [
      1,
      3,
      1,
      1,
      1
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Weapon systems need people working on and around them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:24:42.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1161",
    "occupationId": null
  },
  {
    "taskId": "uk-1161-T-00067",
    "score": 18,
    "band": "minimal",
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      11,
      25
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    "d": [
      2,
      2,
      0,
      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Being the link between ship and shore depends on people knowing and trusting who they are calling.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2122",
    "occupationId": null
  },
  {
    "taskId": "uk-1161-T-00718",
    "score": 79,
    "band": "high",
    "range": [
      75,
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    "d": [
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      0,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Building a watch rota from availability and rules is a scheduling job software does very well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:24:42.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1161",
    "occupationId": null
  },
  {
    "taskId": "uk-1161-T-01828",
    "score": 64,
    "band": "high",
    "range": [
      57,
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    "d": [
      3,
      0,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Working out who stands which watch and sleeps where is a rostering job software handles once crew qualifications and rest rules are known.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:43:40.166Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1161",
    "occupationId": null
  },
  {
    "taskId": "uk-1161-T-03395",
    "score": 33,
    "band": "low",
    "range": [
      26,
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    "d": [
      2,
      1,
      1,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Analysis is strong ground for software, but collecting military intelligence still depends on people and sources that are not in any database.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:43:40.166Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1161",
    "occupationId": null
  },
  {
    "taskId": "uk-1161-T-04539",
    "score": 18,
    "band": "minimal",
    "range": [
      11,
      25
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    "d": [
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      2,
      3,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Route planning from charts and forecasts is well automated, but directing the ship's movements remains the certificated officer's call on the bridge.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:43:40.166Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1161",
    "occupationId": null
  },
  {
    "taskId": "uk-1161-T-07858",
    "score": 49,
    "band": "partial",
    "range": [
      42,
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "International rules are published, so checking equipment records against them is largely a document job.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:24:42.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1161",
    "occupationId": null
  },
  {
    "taskId": "uk-1161-T-12648",
    "score": 22,
    "band": "low",
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      15,
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    "d": [
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      1,
      0,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Maintenance planning can be automated, but judging the state of engines, weapons and radios still needs officers walking the ship.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:43:40.166Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1161",
    "occupationId": null
  },
  {
    "taskId": "uk-1161-T-14703",
    "score": 0,
    "band": "minimal",
    "range": [
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      4
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    "d": [
      0,
      4,
      1,
      1,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Search and rescue means people, boats and aircraft physically going out to find and recover someone.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:43:40.166Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1161",
    "occupationId": null
  },
  {
    "taskId": "uk-1161-T-16065",
    "score": 13,
    "band": "minimal",
    "range": [
      6,
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    "d": [
      2,
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      3,
      1,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Spotting unsafe operations can be assisted by systems, but stopping a ship is a command decision only a qualified officer can make.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:43:40.166Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1161",
    "occupationId": null
  },
  {
    "taskId": "uk-1161-T-18804",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
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    "d": [
      0,
      4,
      3,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Steering a vessel means being at the helm.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:24:42.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1161",
    "occupationId": null
  },
  {
    "taskId": "uk-1161-T-20309",
    "score": 3,
    "band": "minimal",
    "range": [
      0,
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    "d": [
      1,
      3,
      4,
      1,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Only a certificated officer may hold the watch, and they must be on the bridge keeping a lookout by sight and hearing.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:43:40.166Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1161",
    "occupationId": null
  },
  {
    "taskId": "uk-1161-T-21344",
    "score": 8,
    "band": "minimal",
    "range": [
      1,
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    "d": [
      2,
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      3,
      0,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Navigation software already computes much of this, but a certificated officer must be aboard operating the systems and answering for the ship.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:43:40.166Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1161",
    "occupationId": null
  },
  {
    "taskId": "uk-1161-T-00624",
    "score": 30,
    "band": "low",
    "range": [
      23,
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    "d": [
      3,
      1,
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      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Harbour rules and customs procedures are published, so the advice can be drafted, though a qualified officer gives it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:24:42.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1161",
    "occupationId": null
  },
  {
    "taskId": "uk-1161-T-01419",
    "score": 64,
    "band": "high",
    "range": [
      60,
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    "d": [
      3,
      0,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Ordering fuel, stores and repairs for a ship is booking and paperwork that software can largely handle from the vessel's requirements.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:43:40.166Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1161",
    "occupationId": null
  },
  {
    "taskId": "uk-1161-T-04275",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
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    "d": [
      1,
      4,
      1,
      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "A man overboard or fire drill only counts if crew physically muster and handle the equipment on board.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:43:40.166Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1161",
    "occupationId": null
  },
  {
    "taskId": "uk-1161-T-04907",
    "score": 48,
    "band": "partial",
    "range": [
      41,
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    "d": [
      3,
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      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Working out what goes where and when is logistics planning that software is strong at.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:24:42.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1161",
    "occupationId": null
  },
  {
    "taskId": "uk-1161-T-04919",
    "score": 21,
    "band": "low",
    "range": [
      14,
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    "d": [
      2,
      2,
      1,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Load plans can be calculated automatically, but the loading itself is supervised on the quayside.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:24:42.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1161",
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      3
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    "unstable": false,
    "rationale": "Ship radio work needs a certificated operator at the set on board, though the routine message content itself is fairly standard.",
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    "scoredAt": "2026-08-05T09:43:40.166Z",
    "keyingScheme": "text+occupation",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Shore patrols work by people walking the ground.",
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    "modelId": "claude-opus-5",
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    "unstable": false,
    "rationale": "Refuelling a vessel is physical work.",
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    "modelId": "claude-opus-5",
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      2
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    "rationale": "Running sonar and echo sounders means being aboard operating the kit, though the resulting data is processed on screen.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2454",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Spotting a spill around a harbour means being there to look.",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1161",
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  {
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      3,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Sifting applications can be automated, but hiring decisions rest on meeting the person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1161",
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  {
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      77,
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      3
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    "rationale": "Records and safety reports are written from data already held, which software does reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-1161",
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking a load plan is deskwork, but watching freight actually go aboard correctly needs eyes on the quayside.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1161",
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      68,
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      3
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    "unstable": false,
    "rationale": "Reordering against stock levels is routine, though what to buy still needs an officer's judgement.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1161",
    "occupationId": null
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  {
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      3
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    "rationale": "Buying equipment and supplies is largely comparison and ordering that software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
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  {
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      49,
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    "rationale": "Navigation rules are published, so the report can be drafted, but a qualified officer must make it.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1161",
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  {
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    "d": [
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      0,
      1,
      1
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Supervising deck cleaning means being on deck while it happens.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-1161",
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  {
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      2
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      1,
      3
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    "unstable": false,
    "rationale": "Manuals can be summarised automatically, but learning to work a new system has to be done by the person.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1161",
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  {
    "taskId": "uk-1161-T-12003",
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    "d": [
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      0,
      3
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    "confidence": "high",
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    "rationale": "Cargo and passenger records are structured data that software keeps accurately.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1161",
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  {
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      3
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    "rationale": "Logging ports, weather and sea conditions is record keeping that systems already capture automatically.",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3311",
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      4
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    "rationale": "Keeping health, safety and environmental records is structured paperwork that software can produce and maintain from existing operational data.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "rationale": "Taking soundings means physically dipping tanks and holds with a line and tape, so someone has to be aboard doing it.",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1161",
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    "rationale": "Reading and recording gauge data is simple, but someone has to be at the instrument.",
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    "confidence": "high",
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    "rationale": "Towing and manoeuvring barges is done by crews handling vessels.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Policy documents can be produced automatically, but getting officers to work to them is a job for supervisors.",
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    "rationale": "Allocating work can be automated, but reviewing how officers performed it is a supervisor's judgement and conversation.",
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    "rationale": "Briefing notes and explanations can be drafted quickly, but officers take direction better from a commander they know.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "unstable": false,
    "rationale": "Training material and updates on new methods are well-documented content that software drafts and tailors well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "unstable": false,
    "rationale": "Misconduct allegations against officers must be investigated under police regulations by an appointed investigator, not simply processed.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "rationale": "Case files can be checked against legal requirements automatically, but a warranted officer must own the decision.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "keyingScheme": "text-only",
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  },
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    "taskId": "uk-1162-T-02208",
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      3
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Police misconduct is handled under set regulations, and only the appropriate authority or panel can decide the outcome.",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1162",
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  {
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      81,
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      1,
      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Telling staff about regulation and policy changes is drafting and distribution work software handles from the source documents.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1162",
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  },
  {
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      68,
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      1,
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Budget management is financial analysis and reporting that software does accurately from the force's own figures.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1162",
    "occupationId": null
  },
  {
    "taskId": "uk-1162-T-14202",
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      4,
      1,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Authorising someone’s detention is a decision the law reserves for a specific ranking officer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1162",
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  {
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      3,
      1,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Taking part in a raid or an arrest is physical presence work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1162",
    "occupationId": null
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  {
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Building shift schedules around rest rules and demand is an optimisation job software does better than hand-planning.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "occupationId": null
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking orders against legal requirements is document work, but in policing an officer of the right rank must stand behind the decision.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  },
  {
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      5
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      3,
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Only the officer who was there can be sworn in and questioned about what they saw.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1162",
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  {
    "taskId": "uk-1162-T-07228",
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      3
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    "unstable": false,
    "rationale": "Talking points are easy to prepare, but community confidence is built by a familiar person in the room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "unstable": false,
    "rationale": "Analysis can be automated, but searches, interviews and seizures may only be carried out by warranted officers in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Tracking departmental spending against budget is routine financial monitoring that systems already do continuously.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Plans and invitations can be produced quickly, though organising local groups depends on existing relationships.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
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    "d": [
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    "confidence": "high",
    "unstable": false,
    "rationale": "Turning force data into analytical reports for decisions is exactly the sort of work software produces reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1162",
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  {
    "taskId": "uk-1162-T-18365",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Drafting replies to correspondence is standard writing work software does well, with sensitive cases checked by an officer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking premises and vehicles against standards means physically going and looking at them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1162",
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  {
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    "unstable": false,
    "rationale": "Activity logs are structured records that systems already capture and compile automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Press releases follow well-worn formats with thousands of public examples, so drafting them is quick and accurate.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Requisitioning equipment and supplies runs on catalogues, forms and approval routes that systems already handle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "unstable": false,
    "rationale": "Coordination can be supported by systems, but protecting the public relies on trusted working relationships between officers and agencies.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "taskId": "uk-1162-T-00901",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Analysing intelligence to spot threats is pattern work software is good at, though the source material stays in secure systems.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can draft procedures from existing practice, but deciding how a force actually operates rests with commanders.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1162",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Performance evidence can be gathered automatically, but the evaluation itself is a judgement discussed face to face.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "taskId": "uk-1162-T-18315",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Responding to a major incident somewhere else means physically deploying there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "rationale": "Reviewing operational records for compliance and effectiveness is analysis of documented information.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1162",
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    "unstable": false,
    "rationale": "Community groups and partners build confidence with named officers over time; letters and posts do not replace that.",
    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text+occupation",
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  {
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    "confidence": "medium",
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    "rationale": "Budget monitoring and forecasting run on spreadsheets and finance systems that software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
    "taskId": "uk-1163-T-01753",
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    "confidence": "medium",
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    "rationale": "Working out staffing and equipment needs from usage figures is analysis of data already held.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
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  {
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    "unstable": false,
    "rationale": "Software can write the course materials, but running drills and coaching crews needs a trainer in the room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:55:08.075Z",
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  {
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    "rationale": "Training content prepares easily, but running a session means being with the group and responding to them.",
    "promptVersion": "task_scoring_v1.0",
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    "scoredAt": "2026-08-04T17:33:03.484Z",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Administration and training records are easily automated, but healthcare programmes need clinicians accountable for what is delivered.",
    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text+occupation",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Budget planning and monitoring is spreadsheet work software already handles well, with a manager approving.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:55:08.075Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1163",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Working across departments depends on relationships, though much of the messaging can be drafted.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
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    "rationale": "Getting community groups involved depends on trust built with named people locally.",
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    "rationale": "Checking and maintaining suppression equipment means handling the kit itself.",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1163",
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  },
  {
    "taskId": "uk-1163-T-06899",
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      3
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    "rationale": "Training content follows published fire safety guidance and needs only tailoring to the site.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:44.620Z",
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  {
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      3
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    "unstable": false,
    "rationale": "Maintenance schedules and records are easy to run, but directing repairs means checking the equipment in the bay.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "occupationId": null
  },
  {
    "taskId": "uk-1163-T-08362",
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      62,
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      1,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Evaluating brigade performance is analysis of response times and outcomes that software does well from existing data.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1163",
    "occupationId": null
  },
  {
    "taskId": "uk-1163-T-10066",
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      0,
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      3
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    "unstable": false,
    "rationale": "Prevention material is easy to produce, but fire safety messages land through people talking to their community.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-1163-T-10405",
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      15
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    "d": [
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      3,
      2,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking vehicles and equipment against the rules means physically looking at them, not reading their records.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1163",
    "occupationId": null
  },
  {
    "taskId": "uk-1163-T-11255",
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      4
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    "d": [
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      4,
      0,
      2,
      1
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    "unstable": false,
    "rationale": "Leading a crew during firefighting means commanding them at the fire.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3313",
    "occupationId": null
  },
  {
    "taskId": "uk-1163-T-16540",
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    "d": [
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      4,
      3,
      2,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Treating casualties and cutting people free is physical work at the scene.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1163",
    "occupationId": null
  },
  {
    "taskId": "uk-1163-T-19989",
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      0,
      13
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      0,
      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Rotas and checklists are easy to produce, but supervising station duties means being at the station.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3313",
    "occupationId": null
  },
  {
    "taskId": "uk-1163-T-20520",
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      4
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      4,
      2,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Testing pumps, breathing sets and life-saving gear is hands-on work on the equipment itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1163",
    "occupationId": null
  },
  {
    "taskId": "uk-1163-T-00802",
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    "d": [
      2,
      2,
      1,
      0,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Fire behaviour can be modelled, but reading a burnt site properly means walking it afterwards.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:55:08.075Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1163",
    "occupationId": null
  },
  {
    "taskId": "uk-1163-T-03586",
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      4,
      18
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      0,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "The message is simple, but it comes from the officer who can see the fire and judge what matters.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3313",
    "occupationId": null
  },
  {
    "taskId": "uk-1163-T-07051",
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      11
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    "d": [
      1,
      3,
      2,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Directing a live prescribed burn is done outdoors in changing conditions with crews under command.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:55:08.075Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1163",
    "occupationId": null
  },
  {
    "taskId": "uk-1163-T-08278",
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    "d": [
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      0,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Fire size and behaviour are judged from what the officer can see and feel at the scene.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3313",
    "occupationId": null
  },
  {
    "taskId": "uk-1163-T-09637",
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      2,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "A draft assessment can be generated from plans, but the real hazards are found by walking the building.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1163",
    "occupationId": null
  },
  {
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    "d": [
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      2,
      0,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Turning published fire safety codes into permit procedures is document work software handles well, with an authorised officer approving.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:43:40.166Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1163",
    "occupationId": null
  },
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      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking spending against budget lines is routine finance work software already does.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3313",
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  },
  {
    "taskId": "uk-1163-T-16643",
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      1,
      3
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    "confidence": "medium",
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    "rationale": "Training records and progress summaries are easy to produce from data already recorded on the drill ground.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3313",
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  {
    "taskId": "uk-1163-T-18074",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Working out what equipment is needed and raising the order is routine purchasing paperwork.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3313",
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  {
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Matching instructors to courses by availability and subject is schedulable, but judging who teaches well comes from knowing them.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "taskId": "uk-1163-T-00471",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Disciplinary procedure is well documented ground where software gives sound, standard advice that managers then apply.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Building and water supply data helps, but judging the danger to next-door buildings is done by looking at them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3313",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Compiling and updating records is structured screen work with no physical or licensing barrier.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4159",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Routine internal and external letters are exactly the kind of writing software produces to a usable standard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3313",
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Driving a crew carrier to a fire needs a person at the wheel with the right licence.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:43:40.166Z",
    "keyingScheme": "text+occupation",
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Pulling data together into reports is one of the strongest areas for current software.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking procedures for hazardous work against published regulations is document analysis software does thoroughly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "rationale": "Keeping records accurate is routine screen work software does reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4159",
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Writing up what happened after a fire follows a standard format that software drafts well from the incident record.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Comparing equipment options and writing a recommendation is research and drafting software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:36:21.102Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2440",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Building a shift rota that covers every watch is exactly the kind of scheduling software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3313",
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      3
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    "rationale": "Filling in standard forms from existing records is routine work software completes accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4215",
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    "rationale": "Setting goals and deadlines is planning work software can draft from project data.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2132",
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    "taskId": "uk-1163-T-14547",
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      3
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    "unstable": false,
    "rationale": "Compliance data can be tracked automatically, but supervising staff to act on it is a people job.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:55:08.075Z",
    "keyingScheme": "text-only",
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    "rationale": "Being at an event to represent the service is by its nature something a person does in the flesh.",
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    "rationale": "Plans can be drafted from records, but the decisions belong to registered social workers, therapists and psychologists working together.",
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    "rationale": "Judging whether staff are alert and professional comes from watching them work in person.",
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    "rationale": "Searching people and cells is hands-on work that has to be done by an officer in place.",
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      5
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      0,
      3,
      2,
      4,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Supporting someone at risk of self-harm is about a person being there with them; nothing else does that job.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1163",
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  },
  {
    "taskId": "uk-1163-T-20043",
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      13
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      1,
      2
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    "confidence": "medium",
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    "rationale": "Overseeing a cell search means being on the wing directing officers while it happens.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1163",
    "occupationId": null
  },
  {
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      84,
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      0,
      1,
      0,
      4
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    "rationale": "Compliance paperwork and record-keeping are structured tasks software completes accurately from existing information.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:43:40.166Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1163",
    "occupationId": null
  },
  {
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      3,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "An appraisal is a candid conversation between two people who work together.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2313",
    "occupationId": null
  },
  {
    "taskId": "uk-1163-T-04806",
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      11
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      3,
      2,
      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Plans can be drafted in advance, but running an evacuation during a crisis happens on the ground.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1163",
    "occupationId": null
  },
  {
    "taskId": "uk-1163-T-07969",
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      16,
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Referrals can be tracked automatically, but noticing that someone needs help and getting them seen depends on staff who know them.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1163",
    "occupationId": null
  },
  {
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping administrative records accurate is routine documentation that software already does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:05:04.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3221",
    "occupationId": null
  },
  {
    "taskId": "uk-1163-T-12927",
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      1,
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      1,
      3,
      1
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Settling a dispute between prisoners depends on an officer they know being there in the room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:43:40.166Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1163",
    "occupationId": null
  },
  {
    "taskId": "uk-1163-T-15926",
    "score": 75,
    "band": "high",
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      68,
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      3,
      0,
      0,
      0,
      3
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    "confidence": "medium",
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    "rationale": "Building a rota is a scheduling problem software solves, given the team's constraints.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1131",
    "occupationId": null
  },
  {
    "taskId": "uk-1163-T-18612",
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      62,
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      3
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    "unstable": false,
    "rationale": "Reading offender records to flag concerns is document work, and software is good at spotting patterns in files.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:04:07.203Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
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  },
  {
    "taskId": "uk-1163-T-20023",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Supervising offenders doing building work means standing with them while they do it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "occupationId": null
  },
  {
    "taskId": "uk-1163-T-20227",
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Records can be summarised automatically, but judging how someone is really progressing depends on staff who see them daily.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:43:40.166Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1163",
    "occupationId": null
  },
  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Incident reports follow a set structure from recorded facts, which is exactly what drafting tools do well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1163",
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  },
  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Complaints can be logged and summarised automatically, though people raising them want to know a person has actually listened.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1163",
    "occupationId": null
  },
  {
    "taskId": "uk-1163-T-10321",
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      0,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Scanned mail can be screened automatically, but suspect items still have to be handled and tested by officers with search powers.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:43:40.166Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1163",
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  },
  {
    "taskId": "uk-1163-T-18938",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Restraining someone with force is physical, and only an officer authorised in law may do it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1163",
    "occupationId": null
  },
  {
    "taskId": "uk-1163-T-20740",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Teaching someone a practical job means showing them at the bench or machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
    "occupationId": null
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  {
    "taskId": "uk-1163-T-02538",
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      1
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    "confidence": "high",
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    "rationale": "Physically carrying an injured person to safety cannot be done from a screen.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:55:08.075Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1163",
    "occupationId": null
  },
  {
    "taskId": "uk-1163-T-07555",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Moving prisoners means driving a secure vehicle with officers on board.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1163",
    "occupationId": null
  },
  {
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Escorting visitors round an institution requires an officer physically accompanying them for security.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1163",
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  },
  {
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      2
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    "unstable": false,
    "rationale": "Case files can be drafted, but agreeing charges with prosecutors relies on professional judgement and working relationships.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:55:08.075Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1163",
    "occupationId": null
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  {
    "taskId": "uk-1163-T-04946",
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    "rationale": "Software helps link records and spot patterns, but directing an organised crime investigation stays with an accountable officer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1163",
    "occupationId": null
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  {
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    "unstable": false,
    "rationale": "Software can suggest lines of enquiry, but the strategy for a serious investigation is owned by an accountable senior investigator.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1163",
    "occupationId": null
  },
  {
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    "unstable": false,
    "rationale": "Searching large databases and pulling out what matters is exactly what software is built for, with officers deciding on release.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1163",
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  {
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    "unstable": false,
    "rationale": "A formal interview under caution must be conducted in person by an officer with legal powers, and answers depend on rapport.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can sort and cross-reference case material, but judging what an exhibit proves and where to go next is investigator's work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1163",
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  {
    "taskId": "uk-1163-T-21266",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Research and data analysis are strong for software, though which lead matters comes from case knowledge.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
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  },
  {
    "taskId": "uk-1163-T-01170",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The application paperwork can be drafted, but surveillance authority must legally be granted by a designated senior officer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "uk-1163-T-03980",
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    "d": [
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      1,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Searching people, vehicles and premises is physical work done by an officer at the scene.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:55:08.075Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1163",
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  {
    "taskId": "uk-1163-T-06849",
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    "rationale": "Plans can be drafted, but choosing how and when to arrest someone needs an accountable officer's judgement.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Covert evidence gathering is done in the field by authorised officers under strict legal control.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:55:08.075Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1163",
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  {
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    "unstable": false,
    "rationale": "Assembling and indexing case files to a required format is structured document work software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:55:08.075Z",
    "keyingScheme": "text-only",
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  {
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    "unstable": false,
    "rationale": "Imaging and hashing are already automated, but seizing devices and standing behind the evidence in court needs a qualified examiner.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1163",
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  {
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    "rationale": "Sorting and filing office records on a computer is exactly the kind of organising software already handles.",
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    "rationale": "Shortlisting can be drafted automatically, but hiring for social services turns on judgement formed face to face.",
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  },
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    "taskId": "uk-1172-T-04670",
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    "unstable": false,
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    "keyingScheme": "text-only",
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  },
  {
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    "rationale": "Plain-English explanations can be drafted, though standing in front of a community group is the actual task.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "unstable": false,
    "rationale": "Course content can be AI-written, but running the training with people in the room cannot.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "confidence": "medium",
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    "rationale": "Change plans can be drafted, but getting staff and service users to accept them depends on the person leading it.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1172",
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  },
  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Developing professional staff depends on a relationship between the leader and each person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1131",
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  },
  {
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    "confidence": "medium",
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    "rationale": "Pulling together what a community needs is desk research, though the decisive local knowledge rarely sits in any dataset.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6136",
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  },
  {
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    "confidence": "medium",
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    "rationale": "Working out staffing and equipment needs from usage figures is analysis of data already held.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1172",
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  },
  {
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    "unstable": false,
    "rationale": "The paperwork behind control processes can be drafted automatically, but getting them used needs someone to push it through.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1111",
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  },
  {
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    "d": [
      4,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Staff records are structured data that HR software already keeps more accurately and completely than manual filing.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1172",
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  },
  {
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      1,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Contract drafting and price comparison are well handled by software, but the give and take of negotiation stays with people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1172",
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  },
  {
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      3
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    "rationale": "Compiling budgets, records and training manuals is document work AI produces to a usable standard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3229",
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  },
  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Complaints about care are resolved by someone the family will trust, and safeguarding duties sit with a named person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1172",
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  },
  {
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      3
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    "rationale": "Collecting figures and spotting where things could improve is analysis software handles from existing records.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2440",
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    "confidence": "high",
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    "rationale": "Turning analysed data into a detailed report is structured writing these tools produce to a professional standard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:34:23.812Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3554",
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    "confidence": "high",
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    "rationale": "Decisions about children at risk are taken by the accountable social work manager under statutory duties, so software can only organise the paperwork.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1172",
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  },
  {
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Speaking for the organisation to government or the press rests on relationships and personal credibility.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Running fundraising activities means organising people and places, though the planning documents are easily drafted.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:34:23.812Z",
    "keyingScheme": "text-only",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Bid writing and campaign planning are well suited to software, while donor relationships and final decisions stay with people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1172",
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  {
    "taskId": "uk-1211-T-00167",
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    "rationale": "Fixing what has gone wrong means being on the farm to see and sort it.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:25:34.214Z",
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    "rationale": "Safety rules are written down, but applying them across a working farm means walking it and speaking to people.",
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    "modelId": "claude-opus-5",
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    "rationale": "Deciding whether a crop is ready means walking it and examining the plants.",
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    "keyingScheme": "text-only",
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    "rationale": "Weather, soil and market data point to the right window, and software is good at weighing those.",
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    "keyingScheme": "text-only",
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    "rationale": "The regulations are documented, but farms are spread out and checking machinery and practice safely means being there.",
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    "keyingScheme": "text+occupation",
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    "rationale": "Comparing prices and margins to decide what to grow is analysis software does well.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Booking in a repair is phone and paperwork, though it helps to have seen what is broken.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Software can schedule the work, but getting produce ready for a market deadline happens in the yard.",
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    "rationale": "Business plans and budgets are document and spreadsheet work software drafts well from farm figures.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1211",
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  {
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    "rationale": "Breeding decisions can be informed by records and software, but judging and handling stock happens on the farm.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Feeding and watering animals means carrying feed and checking troughs in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:27.864Z",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Herd records can be prepared automatically, but the discussion sits between the farmer and the vet who makes the clinical decisions.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1211",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Managing a budget against actual spend is standard finance system work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1131",
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  {
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Watching over animals day to day means being with them, though software can help keep the records.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:25:34.214Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6129",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Applications and figures can be prepared by software, but lenders still deal with the farmer directly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:58:15.594Z",
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    "modelId": "claude-opus-5",
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  },
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    "rationale": "General planning rules are published, but whether a particular site gets permission depends on local judgement.",
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    "rationale": "Routine servicing means working on the equipment itself.",
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    "confidence": "medium",
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    "rationale": "Organising filing and record routines is desk work, though it depends on knowing how the office runs.",
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    "modelId": "claude-opus-5",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Stock and ordering run on system data, so reordering can largely be automated, with some checking on site.",
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    "modelId": "claude-opus-5",
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "A site management plan can be drafted by software, though the decisive details come from the site itself.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1211",
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    "confidence": "high",
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    "rationale": "Checking machinery for wear means looking at and handling it.",
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    "modelId": "claude-opus-5",
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    "rationale": "The rules themselves are published and easy to explain, but applying them to workers on the farm takes a manager present.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "rationale": "Farm bookkeeping is exactly the kind of record work accounting software and AI already do well.",
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    "rationale": "Keeping farm records up to date is data entry, but the figures still come from what happens in the fields.",
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    "modelId": "claude-opus-5",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Running a nursery is largely growing work carried out among the plants.",
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    "rationale": "Control programmes can be planned on paper, but applying them is field work and UK rules require certificated people.",
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    "rationale": "Terms can be drafted by software, but agreeing a price with a buyer is a negotiation between people.",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Contract wording is easy to draft, though agreeing production deals with farmers rests on long-standing relationships.",
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    "rationale": "Weather and environmental risk plans can be drafted from published guidance, with the farm's own weak points added.",
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    "modelId": "claude-opus-5",
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      3
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    "confidence": "medium",
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    "rationale": "Drought and flood response plans are documents software can draft from well-published guidance.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Training plans and schedules are document work software produces well from the skills needed.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Writing a report to a set format is drafting work AI does well once it has the underlying figures.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "confidence": "medium",
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    "rationale": "Ordering seed and fertiliser is routine purchasing that software can handle from the cropping plan.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "confidence": "medium",
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    "rationale": "Soil and nutrient results are analysed by software already, though someone has to take the samples.",
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    "rationale": "Supervising irrigation and drainage work means being in the field while it is done.",
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    "modelId": "claude-opus-5",
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    "rationale": "Bringing on new farm staff happens alongside them in the field, showing rather than telling.",
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    "confidence": "medium",
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    "rationale": "Style questionnaires and mood boards can be generated, but drawing out what a client actually wants for their garden is a conversation on site.",
    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text+occupation",
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    "rationale": "Developing new products means field trials over seasons, which cannot be done at a screen.",
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    "confidence": "medium",
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    "rationale": "Caring for a heritage garden depends on hands-on work and knowledge specific to that site's history.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-1211",
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    "confidence": "high",
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    "rationale": "Keeping up with pest and disease news is reading and summarising, which software does quickly.",
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      2
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    "rationale": "Managing how visitors and a garden get along depends on being present with people on the site.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Driving a tractor around fields is physical work done from the seat of the machine.",
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    "modelId": "claude-opus-5",
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    "unstable": false,
    "rationale": "Setting out and adjusting irrigation equipment is done in the field.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:25:34.214Z",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Configuring control software is screen work, though local knowledge sets the targets.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Writing growth and health observations into records is data entry software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
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    "rationale": "Writing posts, offers and adverts to attract clients is well-trodden marketing work that software produces quickly.",
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    "rationale": "Operational plans are written documents AI drafts well from business data.",
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    "rationale": "Keeping the books is structured, rule-based work that software already does well, with an accountant signing off the year end.",
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    "rationale": "Budgets are spreadsheet work that AI drafts well, with local costs supplied by the manager.",
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    "rationale": "New technology is well described, but fitting it to a specific fishery needs local judgement.",
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    "rationale": "Recording catches and stock movements is routine data work, with returns checked by the manager.",
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    "scoredUnderOccupationId": "uk-soc-1224",
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    "rationale": "Mending gear needs hands on the equipment.",
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    "rationale": "Forecast data is public and easy to interpret, though the go or no-go call is local judgement.",
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    "modelId": "claude-opus-5",
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    "modelId": "claude-opus-5",
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    "rationale": "Technical exchange can be drafted, though joint project work depends on working relationships.",
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    "rationale": "Supervising a live felling site means being there to see the work and stop it if something is wrong.",
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    "rationale": "Reading a management plan is desk work, but carrying it out happens in the woodland.",
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    "rationale": "Planting is physical work, and checking how the trees are doing means visiting them.",
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    "rationale": "Promotional material and funding cases draft well, though persuading landowners is personal.",
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    "rationale": "Forestry standards and plan formats are documented, so expert written advice drafts well.",
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    "rationale": "Interpreting survey data is strong AI ground, but the survey itself is walked and measured.",
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    "confidence": "medium",
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    "rationale": "Working out how conditions affect growth rates from inventory data is statistical analysis software does well.",
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    "rationale": "Once the readings and surveys exist, software is strong at analysing and summarising them; gathering them still means walking the land.",
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    "keyingScheme": "text+occupation",
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    "rationale": "Marketing material and sale documents draft well, though timber deals are done with people.",
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    "rationale": "Harvesting terms are agreed between people who know each other's reliability.",
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    "rationale": "Getting felled timber ready to move is heavy physical work.",
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    "rationale": "Buying timber from private owners depends on a relationship and on seeing the standing trees.",
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    "rationale": "Service documents draft well, but clients choose an adviser they trust.",
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    "rationale": "Subcontracting is partly paperwork, though road layout is agreed on the ground.",
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    "rationale": "Turf care and machine use are taught by showing people on the ground, not by sending notes.",
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    "rationale": "Advice about a specific horse comes from having ridden it, and is given face to face before a race.",
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    "rationale": "Spotting a change in a horse means watching it work in front of you.",
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    "rationale": "Giving an animal its medicine means physically handling and treating it, so no software can take this on.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "rationale": "Judging whether an animal will train comes from working with it, and much of the skill is unwritten.",
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    "modelId": "claude-opus-5",
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    "rationale": "Keeping health, diet and behaviour records is form-filling software handles well once the observations are made.",
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    "modelId": "claude-opus-5",
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    "rationale": "Fitting tack is done by hand on the horse.",
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    "rationale": "Correcting a horse's habits is ridden and handled work.",
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    "rationale": "Progress updates write easily, but owners want them from the person who knows their horse.",
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    "rationale": "Riding and command work is physical horsemanship.",
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    "confidence": "high",
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    "rationale": "Staff only raise real problems with someone they trust, so this depends on an ongoing human relationship rather than a form.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
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    "rationale": "Carrying and putting out feed and water is physical work in the yard.",
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    "rationale": "Travel and entry logistics can be planned digitally, though race day preparation is physical.",
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    "rationale": "Managing staff through a shift means being present with them.",
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    "rationale": "Getting an animal used to human contact requires a human present.",
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    "rationale": "Training an animal requires being with it and repeating the work in person.",
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    "rationale": "Many requests can be handled by messaging and systems, but plenty still need someone on site to sort out.",
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    "rationale": "Answering questions about policies and services suits a good chatbot or knowledge base.",
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    "rationale": "Check-in can be automated, yet greeting arriving guests in person is much of what the job is.",
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    "rationale": "Meeting guests on arrival is being physically present to welcome them.",
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    "rationale": "Complaint replies, including to online reviews, are well-documented writing that software drafts convincingly.",
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    "rationale": "Fixing a service problem usually means acting on site and smoothing things over with the guest.",
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    "rationale": "Plans and forecasts can be produced automatically, but hitting profit targets depends on staff executing them week by week.",
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    "rationale": "Booking contractors and chasing jobs is scheduling work software handles, though someone still checks the building.",
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    "rationale": "Keeping departments aligned happens in live conversation between managers who know each other.",
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    "taskId": "uk-1221-T-04700",
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    "rationale": "Controlling spend against budget is financial monitoring software does continuously from the hotel's own transaction data.",
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  {
    "taskId": "uk-1221-T-04821",
    "score": 32,
    "band": "low",
    "range": [
      25,
      39
    ],
    "d": [
      3,
      2,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Rotas and procedures can be generated, though running a reception day to day means being there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.435Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1221",
    "occupationId": null
  },
  {
    "taskId": "uk-1221-T-04888",
    "score": 64,
    "band": "high",
    "range": [
      57,
      71
    ],
    "d": [
      3,
      0,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Rota building is a scheduling problem software solves well, with a person handling awkward requests.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4159",
    "occupationId": null
  },
  {
    "taskId": "uk-1221-T-04995",
    "score": 64,
    "band": "high",
    "range": [
      57,
      71
    ],
    "d": [
      3,
      0,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Allocating rooms and desks is scheduling work that software handles from existing bookings.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
  },
  {
    "taskId": "uk-1221-T-07852",
    "score": 38,
    "band": "low",
    "range": [
      31,
      45
    ],
    "d": [
      2,
      1,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Policies and records can be produced automatically, but keeping a hotel safe means someone checking and fixing what they find.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:43:40.166Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1221",
    "occupationId": null
  },
  {
    "taskId": "uk-1221-T-07864",
    "score": 32,
    "band": "low",
    "range": [
      25,
      39
    ],
    "d": [
      2,
      1,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Licence conditions and deadlines can be tracked automatically, but alcohol sales must be authorised by a named personal licence holder.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:43:40.166Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1221",
    "occupationId": null
  },
  {
    "taskId": "uk-1221-T-07925",
    "score": 49,
    "band": "partial",
    "range": [
      42,
      56
    ],
    "d": [
      3,
      1,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Licensing, fire and food safety duties are published and checkable, so compliance tracking is largely document work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.435Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1221",
    "occupationId": null
  },
  {
    "taskId": "uk-1221-T-08005",
    "score": 7,
    "band": "minimal",
    "range": [
      3,
      11
    ],
    "d": [
      1,
      3,
      1,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Building security means locks, patrols and physical presence rather than information.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.435Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1221",
    "occupationId": null
  },
  {
    "taskId": "uk-1221-T-08175",
    "score": 79,
    "band": "high",
    "range": [
      75,
      83
    ],
    "d": [
      4,
      0,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Building a hotel budget from trading history and cost data is standard spreadsheet work software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.435Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1221",
    "occupationId": null
  },
  {
    "taskId": "uk-1221-T-10295",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Judging whether a room is clean means walking in and looking at it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.435Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1221",
    "occupationId": null
  },
  {
    "taskId": "uk-1221-T-11859",
    "score": 81,
    "band": "very high",
    "range": [
      77,
      85
    ],
    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Bookkeeping from till, booking and supplier data is routine work software already handles end to end.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.435Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1221",
    "occupationId": null
  },
  {
    "taskId": "uk-1221-T-12453",
    "score": 56,
    "band": "partial",
    "range": [
      49,
      63
    ],
    "d": [
      3,
      0,
      1,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Budget tracking and profitability analysis are number work software does well, though the calls are the manager's.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.435Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1221",
    "occupationId": null
  },
  {
    "taskId": "uk-1221-T-12497",
    "score": 21,
    "band": "low",
    "range": [
      14,
      28
    ],
    "d": [
      2,
      2,
      0,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Maintenance planning can be scheduled digitally, but keeping equipment working needs people on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.435Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1221",
    "occupationId": null
  },
  {
    "taskId": "uk-1221-T-12586",
    "score": 33,
    "band": "low",
    "range": [
      26,
      40
    ],
    "d": [
      2,
      1,
      1,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Security planning and procedures can be drafted, though putting them in place depends on the actual building.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.435Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1221",
    "occupationId": null
  },
  {
    "taskId": "uk-1221-T-12590",
    "score": 19,
    "band": "minimal",
    "range": [
      12,
      26
    ],
    "d": [
      2,
      2,
      1,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Site upkeep is planned on paper and delivered physically around the property.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.435Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1221",
    "occupationId": null
  },
  {
    "taskId": "uk-1221-T-12620",
    "score": 21,
    "band": "low",
    "range": [
      14,
      28
    ],
    "d": [
      2,
      2,
      0,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Running accommodation combines admin software can do with constant on-site problem-solving it cannot.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.435Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1221",
    "occupationId": null
  },
  {
    "taskId": "uk-1221-T-13429",
    "score": 21,
    "band": "low",
    "range": [
      17,
      25
    ],
    "d": [
      2,
      1,
      0,
      3,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Feedback lands when it comes from a manager the person trusts and works alongside.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3557",
    "occupationId": null
  },
  {
    "taskId": "uk-1221-T-13432",
    "score": 75,
    "band": "high",
    "range": [
      71,
      79
    ],
    "d": [
      4,
      1,
      0,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Stock monitoring and reordering is already automated in most systems, with someone occasionally counting what is on the shelf.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:43:40.166Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1221",
    "occupationId": null
  },
  {
    "taskId": "uk-1221-T-13748",
    "score": 6,
    "band": "minimal",
    "range": [
      2,
      10
    ],
    "d": [
      1,
      3,
      0,
      2,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Watching how staff actually work requires being present with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:12:22.429Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-1221-T-14418",
    "score": 48,
    "band": "partial",
    "range": [
      41,
      55
    ],
    "d": [
      3,
      1,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Organising rooms, catering and services is scheduling and coordination that planning software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.435Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1221",
    "occupationId": null
  },
  {
    "taskId": "uk-1221-T-14441",
    "score": 24,
    "band": "low",
    "range": [
      17,
      31
    ],
    "d": [
      2,
      2,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Quality oversight relies on seeing the rooms and the service as guests experience them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.435Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1221",
    "occupationId": null
  },
  {
    "taskId": "uk-1221-T-15516",
    "score": 75,
    "band": "high",
    "range": [
      71,
      79
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Budget preparation from known figures is routine numerical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3556",
    "occupationId": null
  },
  {
    "taskId": "uk-1221-T-18857",
    "score": 79,
    "band": "high",
    "range": [
      75,
      83
    ],
    "d": [
      4,
      0,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Building a shift rota that covers every watch is exactly the kind of scheduling software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3313",
    "occupationId": null
  },
  {
    "taskId": "uk-1221-T-20097",
    "score": 6,
    "band": "minimal",
    "range": [
      0,
      13
    ],
    "d": [
      1,
      3,
      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Supervising cleaning staff means being on site with them and holding standards in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4112",
    "occupationId": null
  },
  {
    "taskId": "uk-1221-T-20719",
    "score": 9,
    "band": "minimal",
    "range": [
      5,
      13
    ],
    "d": [
      1,
      2,
      0,
      3,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Training someone in a job role means showing them at the machine and watching them try.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1121",
    "occupationId": null
  },
  {
    "taskId": "uk-1221-T-00916",
    "score": 93,
    "band": "very high",
    "range": [
      89,
      97
    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Analysing market trends to set prices and stock levels is data analysis software does very well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3541",
    "occupationId": null
  },
  {
    "taskId": "uk-1221-T-04391",
    "score": 25,
    "band": "low",
    "range": [
      18,
      32
    ],
    "d": [
      2,
      2,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "A draft assessment can be generated from templates, but the real risks are found by walking the premises.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:43:40.166Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1221",
    "occupationId": null
  },
  {
    "taskId": "uk-1221-T-04981",
    "score": 23,
    "band": "low",
    "range": [
      16,
      30
    ],
    "d": [
      2,
      1,
      1,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Fire safety measures are documented, but agreeing and applying them with fire officers happens in the building.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.435Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1221",
    "occupationId": null
  },
  {
    "taskId": "uk-1221-T-05281",
    "score": 75,
    "band": "high",
    "range": [
      68,
      82
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Building a schedule from tasks, people and deadlines is planning work software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:36.798Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5316",
    "occupationId": null
  },
  {
    "taskId": "uk-1221-T-06596",
    "score": 58,
    "band": "partial",
    "range": [
      51,
      65
    ],
    "d": [
      2,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Drafts come easily, but a strategy that fits this business needs commercial judgement.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3556",
    "occupationId": null
  },
  {
    "taskId": "uk-1221-T-08985",
    "score": 75,
    "band": "high",
    "range": [
      71,
      79
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Forecasting from pipeline and historical data is standard analysis.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3556",
    "occupationId": null
  },
  {
    "taskId": "uk-1221-T-09898",
    "score": 70,
    "band": "high",
    "range": [
      63,
      77
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    "d": [
      3,
      0,
      0,
      1,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Marketing campaigns, offers and copy are exactly the kind of material software generates quickly and well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.435Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1221",
    "occupationId": null
  },
  {
    "taskId": "uk-1221-T-09926",
    "score": 48,
    "band": "partial",
    "range": [
      41,
      55
    ],
    "d": [
      3,
      1,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Monitoring routines can be written and largely automated once the measures are agreed.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
    "taskId": "uk-1221-T-10360",
    "score": 8,
    "band": "minimal",
    "range": [
      4,
      12
    ],
    "d": [
      1,
      3,
      2,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Assessing a property against housing standards means physically inspecting it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.435Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1221",
    "occupationId": null
  },
  {
    "taskId": "uk-1221-T-10373",
    "score": 9,
    "band": "minimal",
    "range": [
      2,
      16
    ],
    "d": [
      1,
      3,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking sanitary conditions means going into the facilities and looking at them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:43:40.166Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1221",
    "occupationId": null
  },
  {
    "taskId": "uk-1221-T-12407",
    "score": 39,
    "band": "low",
    "range": [
      32,
      46
    ],
    "d": [
      3,
      1,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Booking administration and quotes are easily automated, though corporate clients still want a named contact.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.435Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1221",
    "occupationId": null
  },
  {
    "taskId": "uk-1221-T-14553",
    "score": 21,
    "band": "low",
    "range": [
      14,
      28
    ],
    "d": [
      2,
      2,
      0,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Stock lists can be kept automatically, but choosing and fitting out furnishings happens on the premises.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
  },
  {
    "taskId": "uk-1221-T-15142",
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    "band": "low",
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      32,
      46
    ],
    "d": [
      3,
      1,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Menus, timings and layouts are easy to draft, but banquet planning happens in conversation with the client.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.435Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1221",
    "occupationId": null
  },
  {
    "taskId": "uk-1221-T-17432",
    "score": 30,
    "band": "low",
    "range": [
      23,
      37
    ],
    "d": [
      2,
      1,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Adverts and shortlisting can be automated, yet hiring decisions turn on meeting candidates.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.435Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1221",
    "occupationId": null
  },
  {
    "taskId": "uk-1221-T-18848",
    "score": 48,
    "band": "partial",
    "range": [
      41,
      55
    ],
    "d": [
      3,
      1,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Event scheduling and logistics are structured planning tasks software organises efficiently.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.435Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1221",
    "occupationId": null
  },
  {
    "taskId": "uk-1221-T-19302",
    "score": 93,
    "band": "very high",
    "range": [
      89,
      97
    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Pricing rooms from demand, competitor rates and occupancy data is already done better by software than by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.435Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1221",
    "occupationId": null
  },
  {
    "taskId": "uk-1221-T-19304",
    "score": 64,
    "band": "high",
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      57,
      71
    ],
    "d": [
      3,
      0,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Setting targets is analysis of past sales figures, which software can model and propose sensibly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:08:06.879Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6211",
    "occupationId": null
  },
  {
    "taskId": "uk-1221-T-19960",
    "score": 7,
    "band": "minimal",
    "range": [
      3,
      11
    ],
    "d": [
      1,
      3,
      0,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Supervising kitchen staff means being in the kitchen while the work happens.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-00136",
    "score": 39,
    "band": "low",
    "range": [
      32,
      46
    ],
    "d": [
      3,
      1,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Most enquiries and complaints follow familiar patterns software can answer, though some customers want a manager.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1150",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-09208",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
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    "d": [
      0,
      4,
      0,
      2,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Greeting people and walking them to a table needs someone in the room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-00721",
    "score": 53,
    "band": "partial",
    "range": [
      46,
      60
    ],
    "d": [
      3,
      0,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Allocating work against skills and capacity is scheduling that software handles well, though people need to accept it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1137",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-00788",
    "score": 75,
    "band": "high",
    "range": [
      68,
      82
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Sales and profit analysis comes straight from till data, though the plan is the manager's call.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-01082",
    "score": 93,
    "band": "very high",
    "range": [
      89,
      97
    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Predicting how much food and drink is needed is forecasting from past sales, which software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-01365",
    "score": 79,
    "band": "high",
    "range": [
      72,
      86
    ],
    "d": [
      4,
      0,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Placing and scheduling supplier deliveries is ordering work software handles.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-04887",
    "score": 6,
    "band": "minimal",
    "range": [
      0,
      13
    ],
    "d": [
      1,
      3,
      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Directing cooks through service happens on the kitchen floor, in the moment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5434",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-04888",
    "score": 64,
    "band": "high",
    "range": [
      57,
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    ],
    "d": [
      3,
      0,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Rota building is a scheduling problem software solves well, with a person handling awkward requests.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4159",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-04922",
    "score": 6,
    "band": "minimal",
    "range": [
      0,
      13
    ],
    "d": [
      1,
      3,
      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Keeping kitchen, bar and floor working together happens in the building during service.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-07852",
    "score": 38,
    "band": "low",
    "range": [
      31,
      45
    ],
    "d": [
      2,
      1,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Policies and records can be produced automatically, but keeping a busy kitchen safe means someone checking and fixing what they find.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:43:40.166Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-07864",
    "score": 32,
    "band": "low",
    "range": [
      25,
      39
    ],
    "d": [
      2,
      1,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "The rules are documented and easy to check, but the named licence holder is personally accountable.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-07890",
    "score": 6,
    "band": "minimal",
    "range": [
      0,
      13
    ],
    "d": [
      1,
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      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Service standards are kept up by someone watching the room and stepping in during service.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-08066",
    "score": 32,
    "band": "low",
    "range": [
      25,
      39
    ],
    "d": [
      2,
      1,
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      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Licensing requirements are well documented, though the named licence holder must answer for them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-09986",
    "score": 23,
    "band": "low",
    "range": [
      16,
      30
    ],
    "d": [
      1,
      0,
      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Carrying a profit plan through a business depends on people acting on it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3556",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-10997",
    "score": 20,
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    "range": [
      13,
      27
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    "d": [
      2,
      2,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Complaints are often settled at the table, though systems can suggest a fair outcome.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-11869",
    "score": 18,
    "band": "minimal",
    "range": [
      11,
      25
    ],
    "d": [
      1,
      2,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "The records and training can be automated, but hygiene standards are held up by what staff do at the bench.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:43:40.166Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-12100",
    "score": 56,
    "band": "partial",
    "range": [
      49,
      63
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    "d": [
      3,
      1,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Stock levels are tracked in software, with occasional counting in the store room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-12109",
    "score": 29,
    "band": "low",
    "range": [
      22,
      36
    ],
    "d": [
      2,
      2,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Keeping supplies in means physically checking and moving stock as well as ordering it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-12377",
    "score": 75,
    "band": "high",
    "range": [
      68,
      82
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    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Managing a budget against actual spend is standard finance system work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1131",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-12599",
    "score": 20,
    "band": "low",
    "range": [
      13,
      27
    ],
    "d": [
      2,
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      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Managing staff through a shift means being present with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-12605",
    "score": 56,
    "band": "partial",
    "range": [
      49,
      63
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    "d": [
      3,
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      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Ingredient stock is managed in software, with some physical checking.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-13237",
    "score": 22,
    "band": "low",
    "range": [
      15,
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    ],
    "d": [
      2,
      2,
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      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Safety checks mean walking the kitchen, and the business is legally accountable for them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-13432",
    "score": 75,
    "band": "high",
    "range": [
      71,
      79
    ],
    "d": [
      4,
      1,
      0,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Stock monitoring and reordering is already automated in most systems, with someone occasionally counting what is on the shelf.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:43:40.166Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-14255",
    "score": 93,
    "band": "very high",
    "range": [
      89,
      97
    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Placing supply orders from stock levels is routine work software already automates.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-14594",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking how plates look and go out has to happen at the pass as service runs.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5434",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-16899",
    "score": 79,
    "band": "high",
    "range": [
      72,
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    "d": [
      4,
      0,
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Buying equipment and supplies is largely comparison and ordering that software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-18232",
    "score": 20,
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    "range": [
      13,
      27
    ],
    "d": [
      2,
      2,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Complaints about food and service are usually handled face to face during the meal.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-18860",
    "score": 79,
    "band": "high",
    "range": [
      75,
      83
    ],
    "d": [
      4,
      0,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Building a rota around cover and availability is scheduling software already solves.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-02002",
    "score": 20,
    "band": "low",
    "range": [
      13,
      27
    ],
    "d": [
      2,
      2,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Training material is easy to prepare, but showing a new starter the job happens alongside them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:13:44.082Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6131",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-03759",
    "score": 93,
    "band": "very high",
    "range": [
      89,
      97
    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Weekly sales reports come straight out of the till system.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-06706",
    "score": 64,
    "band": "high",
    "range": [
      57,
      71
    ],
    "d": [
      3,
      0,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Drafting performance standards is straightforward for these tools; agreeing them with the team stays a human conversation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:34:23.812Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2133",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-08249",
    "score": 93,
    "band": "very high",
    "range": [
      89,
      97
    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Estimating how much will be consumed is forecasting from past figures.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-09861",
    "score": 75,
    "band": "high",
    "range": [
      68,
      82
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Designing and setting up a discount offer is planning and system work software drafts well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-13207",
    "score": 88,
    "band": "very high",
    "range": [
      84,
      92
    ],
    "d": [
      4,
      0,
      1,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking budgets, payroll and transactions against authorisation rules is exactly what accounting systems are built to do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:43:40.166Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-13288",
    "score": 9,
    "band": "minimal",
    "range": [
      2,
      16
    ],
    "d": [
      1,
      3,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Watching how food is actually prepared happens in the kitchen, not in the paperwork about it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:43:40.166Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-13533",
    "score": 7,
    "band": "minimal",
    "range": [
      0,
      14
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    "d": [
      1,
      2,
      0,
      3,
      1
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "People are motivated by a manager they know and see, not by a document.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-13834",
    "score": 10,
    "band": "minimal",
    "range": [
      3,
      17
    ],
    "d": [
      2,
      3,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Recommending a dish or wine happens at the table with the guest in front of you.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-14299",
    "score": 20,
    "band": "low",
    "range": [
      13,
      27
    ],
    "d": [
      2,
      2,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Course materials can be prepared automatically, but the training happens with staff in the restaurant.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-14395",
    "score": 24,
    "band": "low",
    "range": [
      17,
      31
    ],
    "d": [
      2,
      2,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Promotional events can be planned on screen, but running them means being at the venue.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-15073",
    "score": 48,
    "band": "partial",
    "range": [
      41,
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    ],
    "d": [
      3,
      1,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Training plans and materials are easy to produce, though some delivery and organising happens in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3571",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-15182",
    "score": 64,
    "band": "high",
    "range": [
      57,
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    ],
    "d": [
      3,
      0,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Menu drafting from customer preferences suits software, with chefs shaping the final choices.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5434",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-15197",
    "score": 39,
    "band": "low",
    "range": [
      32,
      46
    ],
    "d": [
      3,
      1,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Event planning is largely documents and bookings, though customers usually want to talk it through.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-17053",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Deliveries have to be physically checked, carried and put away.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-17414",
    "score": 39,
    "band": "low",
    "range": [
      32,
      46
    ],
    "d": [
      3,
      1,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Adverts and shortlisting can be automated, but interviewing and deciding stays with the manager.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-18283",
    "score": 18,
    "band": "minimal",
    "range": [
      11,
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    "d": [
      2,
      1,
      1,
      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Sorting out a problem between staff depends on trust and knowing the people involved.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-18606",
    "score": 93,
    "band": "very high",
    "range": [
      89,
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    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Costing recipes from ingredient prices and labour times is calculation software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-18720",
    "score": 56,
    "band": "partial",
    "range": [
      49,
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    "d": [
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      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Reviewing procedures and problems to find improvements is analysis software supports well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-19260",
    "score": 72,
    "band": "high",
    "range": [
      65,
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    ],
    "d": [
      3,
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      1,
      0,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Setting budgets against financial objectives is modelling work software does well from the business's own trading figures.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:43:40.166Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-20674",
    "score": 10,
    "band": "minimal",
    "range": [
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    ],
    "d": [
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      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Training service staff means showing them on the floor during real service, not just handing over notes.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9264",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-20719",
    "score": 9,
    "band": "minimal",
    "range": [
      5,
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    "d": [
      1,
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      3,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Training someone in a job role means showing them at the machine and watching them try.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1121",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-21646",
    "score": 30,
    "band": "low",
    "range": [
      23,
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    "d": [
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      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Supplier relationships depend on the manager knowing and trusting particular people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-03115",
    "score": 0,
    "band": "minimal",
    "range": [
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      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Preparing and cleaning food is manual work at the counter.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-08195",
    "score": 66,
    "band": "high",
    "range": [
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    "d": [
      3,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Nutrition standards are well documented and easy to draft, with the business accountable for them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-11175",
    "score": 88,
    "band": "very high",
    "range": [
      84,
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    ],
    "d": [
      4,
      0,
      1,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping the sanitation and subsidy records agencies ask for is structured record-keeping software maintains accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:43:40.166Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-12535",
    "score": 38,
    "band": "low",
    "range": [
      31,
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    "d": [
      3,
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      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Petty cash records are easy to keep on screen, but the cash itself has to be counted.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-13501",
    "score": 49,
    "band": "partial",
    "range": [
      42,
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    "d": [
      3,
      1,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking that procedures were followed is mostly a paperwork trail software can review.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-14912",
    "score": 0,
    "band": "minimal",
    "range": [
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      4
    ],
    "d": [
      0,
      4,
      0,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Serving, cleaning and restocking all happen physically in the dining room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9263",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-15922",
    "score": 93,
    "band": "very high",
    "range": [
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    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Weekly food control reports come from stock and sales data already in the system.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-20505",
    "score": 0,
    "band": "minimal",
    "range": [
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      4
    ],
    "d": [
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      4,
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      0,
      0
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    "confidence": "high",
    "unstable": false,
    "rationale": "Tasting and smelling food cannot be done except by a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-07859",
    "score": 38,
    "band": "low",
    "range": [
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Compliance can be tracked and documented automatically, but meeting the requirements in a working restaurant depends on staff doing it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:43:40.166Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-00917",
    "score": 83,
    "band": "very high",
    "range": [
      79,
      87
    ],
    "d": [
      3,
      0,
      0,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Comparing products and competitor strategies uses widely available published information.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1131",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-00955",
    "score": 93,
    "band": "very high",
    "range": [
      89,
      97
    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Costing a recipe and setting a price from ingredient costs is arithmetic software already does.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5434",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-04862",
    "score": 24,
    "band": "low",
    "range": [
      17,
      31
    ],
    "d": [
      2,
      2,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Recipes have to be cooked and tasted, though writing them up in a standard form is desk work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-06596",
    "score": 58,
    "band": "partial",
    "range": [
      51,
      65
    ],
    "d": [
      2,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Drafts come easily, but a strategy that fits this business needs commercial judgement.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3556",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-06787",
    "score": 64,
    "band": "high",
    "range": [
      60,
      68
    ],
    "d": [
      3,
      0,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Recruitment strategy is analysis and planning drawn from market and internal data.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3571",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-08307",
    "score": 48,
    "band": "partial",
    "range": [
      41,
      55
    ],
    "d": [
      3,
      1,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Looking at how the operation runs and finding improvements is analysis software supports well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-10974",
    "score": 38,
    "band": "low",
    "range": [
      31,
      45
    ],
    "d": [
      3,
      2,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Ordering supplies is simple system work, though taking stock means counting what is actually on the shelf.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-11273",
    "score": 9,
    "band": "minimal",
    "range": [
      5,
      13
    ],
    "d": [
      1,
      2,
      0,
      3,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "A team is motivated by a manager they know and see, not by software.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1150",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-13162",
    "score": 75,
    "band": "high",
    "range": [
      68,
      82
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Tracking costs and margins is finance work software does, though the decisions stay with the manager.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-13614",
    "score": 28,
    "band": "low",
    "range": [
      21,
      35
    ],
    "d": [
      2,
      0,
      1,
      3,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Contract catering deals are won and agreed through trust between the people negotiating.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-14600",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Comparing a finished dish with the recipe means seeing and tasting it yourself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5434",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-15181",
    "score": 75,
    "band": "high",
    "range": [
      71,
      79
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Menu planning balances covers, cost, nutrition and popularity, which is exactly the sort of planning software does.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5434",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-17410",
    "score": 11,
    "band": "minimal",
    "range": [
      4,
      18
    ],
    "d": [
      1,
      2,
      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Recruiting at job fairs and careers days means being on a stand and talking to people who turn up.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:33:03.484Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1136",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-04878",
    "score": 49,
    "band": "partial",
    "range": [
      42,
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    ],
    "d": [
      3,
      1,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Arranging waste and pest control contracts is scheduling and paperwork software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-08917",
    "score": 11,
    "band": "minimal",
    "range": [
      4,
      18
    ],
    "d": [
      1,
      2,
      3,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Alcohol sales are legally controlled and a named licence holder must be responsible on the premises.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-09213",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Welcoming guests as they arrive is being there in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-10006",
    "score": 48,
    "band": "partial",
    "range": [
      41,
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    ],
    "d": [
      3,
      1,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Choosing and rolling out operational software is well-documented work, with decisions sitting with the manager.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-12200",
    "score": 79,
    "band": "high",
    "range": [
      72,
      86
    ],
    "d": [
      4,
      0,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Taking and confirming bookings is transaction work booking systems already do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-15993",
    "score": 0,
    "band": "minimal",
    "range": [
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      4
    ],
    "d": [
      0,
      4,
      0,
      1,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Handing menus and wine lists to guests means being at the table.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9264",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-16292",
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    "band": "minimal",
    "range": [
      9,
      17
    ],
    "d": [
      1,
      1,
      0,
      3,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Culture is set by how a manager behaves with people day to day.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1150",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-17364",
    "score": 93,
    "band": "very high",
    "range": [
      86,
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    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Sales data already sits in the till system, and working out which dishes lose money is routine number crunching.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-19402",
    "score": 75,
    "band": "high",
    "range": [
      68,
      82
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Planning when equipment gets serviced is scheduling from maintenance records.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-19505",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      1,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Walking guests to their seats needs a person in the room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9264",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-08188",
    "score": 75,
    "band": "high",
    "range": [
      68,
      82
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Setting a servicing timetable for kitchen equipment is planning software does from records.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-1222-T-09220",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Greeting customers as they come in means being at the counter.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-1223-T-07890",
    "score": 6,
    "band": "minimal",
    "range": [
      0,
      13
    ],
    "d": [
      1,
      3,
      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Service standards are kept up by someone watching the room and stepping in during service.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-1223-T-01353",
    "score": 48,
    "band": "partial",
    "range": [
      41,
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    ],
    "d": [
      3,
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      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Working out what to order from sales and stock figures is routine desk work, though someone still checks the cellar.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1223",
    "occupationId": null
  },
  {
    "taskId": "uk-1223-T-02228",
    "score": 41,
    "band": "partial",
    "range": [
      34,
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    ],
    "d": [
      3,
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      0,
      0,
      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The reconciliation is automatic, but the cash itself has to be counted and handled by someone.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:43:40.166Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1223",
    "occupationId": null
  },
  {
    "taskId": "uk-1223-T-06345",
    "score": 13,
    "band": "minimal",
    "range": [
      9,
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    ],
    "d": [
      1,
      1,
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      3,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Supplier and customer goodwill is built person to person over time, which software cannot stand in for.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1223",
    "occupationId": null
  },
  {
    "taskId": "uk-1223-T-07852",
    "score": 38,
    "band": "low",
    "range": [
      31,
      45
    ],
    "d": [
      2,
      1,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Policies and records can be produced automatically, but keeping the premises safe means someone checking and fixing what they find.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:43:40.166Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1223",
    "occupationId": null
  },
  {
    "taskId": "uk-1223-T-08000",
    "score": 6,
    "band": "minimal",
    "range": [
      2,
      10
    ],
    "d": [
      1,
      3,
      1,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping a pub safe means being on the floor watching the room, not reading a screen.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1223",
    "occupationId": null
  },
  {
    "taskId": "uk-1223-T-08051",
    "score": 42,
    "band": "partial",
    "range": [
      35,
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    ],
    "d": [
      3,
      1,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Licensing rules are written down and easy to check, but a named licence holder stays responsible for the bar.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1223",
    "occupationId": null
  },
  {
    "taskId": "uk-1223-T-10997",
    "score": 20,
    "band": "low",
    "range": [
      13,
      27
    ],
    "d": [
      2,
      2,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Complaints are often settled at the table, though systems can suggest a fair outcome.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-1223-T-12599",
    "score": 20,
    "band": "low",
    "range": [
      13,
      27
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    "d": [
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      0,
      2,
      3
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-1222",
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  },
  {
    "taskId": "uk-1223-T-12605",
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      49,
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      3
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    "confidence": "medium",
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    "rationale": "Ingredient stock is managed in software, with some physical checking.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  },
  {
    "taskId": "uk-1223-T-13432",
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Stock monitoring and reordering is already automated in most systems, with someone occasionally counting what is on the shelf.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:43:40.166Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1223",
    "occupationId": null
  },
  {
    "taskId": "uk-1223-T-17409",
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      28,
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    "d": [
      2,
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      1,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Adverts and shortlisting can be automated, but hiring bar and kitchen staff comes down to meeting people.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1223",
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  },
  {
    "taskId": "uk-1223-T-17420",
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      3
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    "rationale": "Adverts, shortlisting and paperwork are easy to draft; the hiring conversation and final judgement stay human.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1223",
    "occupationId": null
  },
  {
    "taskId": "uk-1223-T-19204",
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      4
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      2,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Pouring drinks and running the room happens in the bar, with your hands.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1223",
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  },
  {
    "taskId": "uk-1223-T-20652",
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      3,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Training and supervising staff depends on a person alongside them on the floor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1121",
    "occupationId": null
  },
  {
    "taskId": "uk-1223-T-20656",
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      3
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    "unstable": false,
    "rationale": "Training notes are easy to write, but showing someone how to pull a pint happens behind the bar.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1223",
    "occupationId": null
  },
  {
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    "score": 88,
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      84,
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      1,
      0,
      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Payroll administration is rule-based calculation and filing that software already performs end to end.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1223",
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  {
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Booking contractors and chasing jobs is scheduling work software handles, though someone still checks the building.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
  },
  {
    "taskId": "uk-1223-T-03387",
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      60,
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      0,
      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Sorting and summarising customer comments into useful themes is something software already does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1223",
    "occupationId": null
  },
  {
    "taskId": "uk-1223-T-08090",
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Payroll runs and wage payments are rule-based and already largely automated, with someone accountable for the filing.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:43:40.166Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1223",
    "occupationId": null
  },
  {
    "taskId": "uk-1223-T-09410",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Shortlisting and paperwork can be automated, but hiring and especially dismissal are decisions delivered face to face by a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:43:40.166Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1223",
    "occupationId": null
  },
  {
    "taskId": "uk-1223-T-11858",
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      1,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Maintaining accounts and financial records for the business is bookkeeping that software already handles reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:43:40.166Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1223",
    "occupationId": null
  },
  {
    "taskId": "uk-1223-T-12379",
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    "d": [
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      1,
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      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Pub accounts are standard bookkeeping that software handles, with an accountant signing off later.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1223",
    "occupationId": null
  },
  {
    "taskId": "uk-1223-T-12837",
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      30,
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      1,
      3
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    "confidence": "medium",
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    "rationale": "AI can spot sales and margin opportunities in the numbers, though acting on them runs through the venue and its team.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T14:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5436",
    "occupationId": null
  },
  {
    "taskId": "uk-1223-T-13743",
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    "d": [
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Judging how staff look and perform means watching them work on the floor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:40:00.000Z",
    "keyingScheme": "text-only",
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  },
  {
    "taskId": "uk-1223-T-19210",
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      0,
      1,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Carrying food and drink to a table is physical work in the restaurant.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9264",
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  },
  {
    "taskId": "uk-1223-T-20024",
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      3,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Directing staff mid-service depends on being on the floor watching how the shift is going.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9265",
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  },
  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Training someone in a job role means showing them at the machine and watching them try.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1121",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Induction arrangements are largely scheduling and paperwork, though someone usually welcomes the new starter in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:33:03.484Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1136",
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      2
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    "unstable": false,
    "rationale": "Agreeing serving arrangements is a working conversation between people who know the venue and the event.",
    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9261",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Training material on service, hygiene and safety is easy to generate, though showing someone behind the bar still helps.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:43:40.166Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1223",
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      2
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    "confidence": "high",
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    "rationale": "Checking supplies, equipment and work areas means walking the kitchen and looking at them.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Standing with the police and licensing officers depends on personal trust built over years.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "confidence": "medium",
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    "rationale": "Card systems handle most payments now, though cash still passes across the bar.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9265",
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  {
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      4
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    "confidence": "medium",
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    "rationale": "Tracking profitability against targets is reporting work software does continuously, with the manager deciding what to change.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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      1
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    "rationale": "People are motivated by a manager they know and see, not by a document.",
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    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Rotas and paperwork are easy; judging whether a door team suits a busy pub needs a person.",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1223",
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    "confidence": "medium",
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    "rationale": "Booking cleaners and checking the schedule is coordination software handles, with someone confirming the result.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-3555",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Pouring and carrying drinks to guests is physical work, and the sale must be authorised by a personal licence holder.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:43:40.166Z",
    "keyingScheme": "text+occupation",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Writing listings and promoting nights is straightforward; booking acts still rests on personal contacts.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The sales figures analyse themselves, but the review is a conversation with your area manager.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1223",
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  {
    "taskId": "uk-1223-T-03747",
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      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Compiling operational figures is routine data entry software handles, though paper log books still need filling in.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:43:40.166Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1223",
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    "modelId": "claude-opus-5",
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    "rationale": "Cleaning a kitchen and dining room is done with cloths and hands, on site.",
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    "rationale": "Placing catering orders for meetings is routine booking admin.",
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    "rationale": "Allocating work against skills and capacity is scheduling that software handles well, though people need to accept it.",
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    "rationale": "Software can shortlist applicants, but the hiring judgement still comes from meeting candidates and reading the room.",
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    "modelId": "claude-opus-5",
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    "rationale": "Building a rota from availability and cover rules is scheduling maths that software already handles well.",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1224",
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    "rationale": "Automated service handles most complaints well, though an upset customer often wants a person to take it seriously.",
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    "rationale": "AI can suggest an events line-up, but knowing what this local audience turns up for is the hard part.",
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    "rationale": "Course material writes itself easily, though getting staff to actually change how they work needs a person.",
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    "rationale": "Drafting an activity timetable is easy for software; balancing it around real demand still needs local knowledge.",
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    "rationale": "The information is easy to prepare, but the job here is the conversation itself with a customer.",
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    "rationale": "Budgeting for an activity programme is spreadsheet work with known costs, which software drafts well.",
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    "rationale": "Turning customer and staff numbers into a written programming strategy is analysis and writing, both strong points for AI.",
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    "rationale": "Recording what the office spends is straightforward bookkeeping that accounting software already does accurately.",
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    "keyingScheme": "text+occupation",
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    "rationale": "Putting equipment away means lifting and carrying it, which no software can do.",
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    "rationale": "Giving first aid means being there with your hands on the casualty.",
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    "rationale": "This is live coordination over a radio during a shift, not something that can be handed to software.",
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    "rationale": "Applications can be sifted automatically, but choosing who to employ rests on meeting people face to face.",
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    "rationale": "Drafting the plan is straightforward; putting it into practice across a working golf course is a manager's job.",
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    "rationale": "Maintenance scheduling software already does most of this, with someone checking it against ground conditions.",
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    "rationale": "Judging a playing surface means walking it and feeling it, which cannot be done from a desk.",
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    "rationale": "Routine enquiries answer well automatically, though an unhappy customer at reception usually wants a person.",
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    "rationale": "Policies and monitoring can be drafted automatically, but keeping a working port safe needs people acting on what they see.",
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    "keyingScheme": "text+occupation",
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    "rationale": "Keeping machinery in order means hands and eyes on the equipment itself.",
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    "rationale": "Adverts, paperwork and induction packs are easy to generate; the interview and first weeks need a person.",
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    "rationale": "Tracking who holds a valid certificate and when it expires is straightforward record-keeping.",
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    "rationale": "Leading a craft session means being in the room with the materials and the group.",
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    "rationale": "Teaching pruning or cement finishing means demonstrating with tools in hand.",
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    "rationale": "Turf care and machine use are taught by showing people on the ground, not by sending notes.",
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    "rationale": "Keeping operational records is straightforward paperwork that software handles at least as well as a person.",
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    "rationale": "AI can suggest efficiency changes, but the useful ones come from watching how this crew actually works.",
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    "rationale": "Building an estimate from labour times, material prices and machine rates is arithmetic from stored data.",
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    "rationale": "Reading a contract and working out what staff and machinery it needs is document analysis software does well.",
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    "confidence": "high",
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    "rationale": "Checking leave requests against entitlement and cover is rule-based admin that systems already do.",
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    "confidence": "high",
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    "rationale": "Price and stock questions are answered instantly from systems already holding the data.",
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    "confidence": "high",
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    "rationale": "Personnel records are structured information, and maintaining them is routine system work.",
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    "rationale": "Suggesting procedural changes is written analysis of problems already recorded.",
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    "rationale": "Answering customer questions from known information is something software already does at speed and scale.",
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    "rationale": "Sprinkler layout and pressure calculations follow published engineering rules that software applies reliably.",
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    "rationale": "Carrying out a theatre's plan means making judgement calls week by week with the team and the building.",
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    "rationale": "Sifting applications is easy; deciding who fits a production team comes from meeting them.",
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    "confidence": "high",
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    "rationale": "Working with councils and community groups depends on trust built up face to face over time.",
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    "rationale": "Negotiating funding is done between people who know each other, and cannot be handed to software.",
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    "confidence": "medium",
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    "rationale": "AI can suggest a season, but booking shows depends on relationships with companies and agents.",
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    "rationale": "Building working links with schools and local bodies rests on relationships people build over time.",
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    "rationale": "Campaign material is easy to draft, but leading a team through the work is a person's job.",
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    "rationale": "Leadership of this kind is about how people respond to a person, not about producing a document.",
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      3
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    "confidence": "high",
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    "rationale": "Circulating information to other departments is routine document distribution that systems already handle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "confidence": "medium",
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    "rationale": "Spotting skills gaps from appraisal and performance records is analysis software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-1224",
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    "confidence": "medium",
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    "rationale": "Finance reporting can be automated, but managing the people doing it is a supervisor's job.",
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    "keyingScheme": "text-only",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Proposals can be drafted automatically, but sponsors and donors give money to people they know and trust.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:43:40.166Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1224",
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  {
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      20,
      34
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      2,
      1,
      2,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Policies and training can be drafted, but child protection requires a named, accountable person to run it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "occupationId": null
  },
  {
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      60,
      68
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      3,
      0,
      0,
      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Booking systems do most of this already, and software can search, hold and confirm reservations with only a quick human check.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6212",
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  },
  {
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      49,
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      3,
      0,
      0,
      2,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Software can match products to stated needs, but persuading someone to buy still leans on a salesperson's live reading of the customer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6212",
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  },
  {
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      49,
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      3,
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      2,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Presenting and closing a package sale still depends on live persuasion, even though the product information itself is easy to generate.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6212",
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  {
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    "band": "low",
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      32,
      46
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      3,
      1,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Most enquiries and complaints follow familiar patterns software can answer, though some customers want a manager.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1150",
    "occupationId": null
  },
  {
    "taskId": "uk-1225-T-02473",
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      89,
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      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Adding up fares, room rates and extras is arithmetic against a price list, which software does faster and more accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6212",
    "occupationId": null
  },
  {
    "taskId": "uk-1225-T-06310",
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      42,
      56
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    "d": [
      2,
      0,
      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Plans can be drafted, but choosing and entering a new market needs commercial judgement.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3556",
    "occupationId": null
  },
  {
    "taskId": "uk-1225-T-07275",
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      46,
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    "d": [
      3,
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      1,
      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Asking where and when someone wants to travel is a simple exchange booking systems already handle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6213",
    "occupationId": null
  },
  {
    "taskId": "uk-1225-T-11855",
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      84,
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    "d": [
      4,
      0,
      1,
      0,
      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping booking accounts and records straight is routine, well-documented bookkeeping that software already does very well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1225",
    "occupationId": null
  },
  {
    "taskId": "uk-1225-T-12520",
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      25,
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      2,
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      1,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reporting and scheduling can be automated, but running a travel business day to day means dealing with suppliers, staff and customers.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:43:40.166Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1225",
    "occupationId": null
  },
  {
    "taskId": "uk-1225-T-12810",
    "score": 70,
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      63,
      77
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    "d": [
      3,
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      0,
      1,
      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Destination and package marketing is writing and imagery, an area where these tools produce usable material quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1225",
    "occupationId": null
  },
  {
    "taskId": "uk-1225-T-16077",
    "score": 69,
    "band": "high",
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      65,
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    "d": [
      4,
      1,
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Producing the ticket is a system command, though someone has to be by the printer to collect and pass it on.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6212",
    "occupationId": null
  },
  {
    "taskId": "uk-1225-T-17401",
    "score": 30,
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      23,
      37
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      0,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Adverts and training material can be drafted, but choosing and coaching real staff happens face to face.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1225",
    "occupationId": null
  },
  {
    "taskId": "uk-1225-T-18330",
    "score": 79,
    "band": "high",
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      75,
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    "d": [
      4,
      0,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Answering customer questions from known information is something software already does at speed and scale.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7219",
    "occupationId": null
  },
  {
    "taskId": "uk-1225-T-19601",
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    "band": "high",
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      75,
      83
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      4,
      0,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Matching customers to options inside a stated budget is a search-and-filter job that software does quickly and thoroughly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6212",
    "occupationId": null
  },
  {
    "taskId": "uk-1225-T-03486",
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      41,
      55
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    "d": [
      3,
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      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Card and online payment handling is mostly automated, though a shop counter still needs someone there for cash or card machines.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6212",
    "occupationId": null
  },
  {
    "taskId": "uk-1225-T-05544",
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      2,
      3
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    "confidence": "low",
    "unstable": false,
    "rationale": "Hitting branch targets is about leading people day to day; analysis can inform that but not do it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1225",
    "occupationId": null
  },
  {
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      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Research and proposals come easily, but winning new business rests on relationships with partners and customers.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1225",
    "occupationId": null
  },
  {
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      33,
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      0,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Much of the traffic with airlines and hotels is written, though the negotiating relies on established contacts.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1225",
    "occupationId": null
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      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Managing a budget against actual spend is standard finance system work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1131",
    "occupationId": null
  },
  {
    "taskId": "uk-1225-T-12670",
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    "band": "partial",
    "range": [
      46,
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      0,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Advertising roles, sifting applications and arranging interviews is largely document and admin work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1225",
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  {
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      0,
      0,
      3
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    "rationale": "Tracking performance against agreed targets is standard reporting from sales systems.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3556",
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  {
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    "band": "high",
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      1,
      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Destination guides, customs and entry information are abundant online and easy to assemble, with only the physical handover left to a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:04:07.203Z",
    "keyingScheme": "text-only",
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  {
    "taskId": "uk-1225-T-17285",
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      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Typing client, supplier and package details into a system is routine record-keeping that software handles reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6212",
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  {
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    "d": [
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      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Sending a ticket request down a system link is a computer instruction that needs no person once the details are set.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6212",
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  {
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      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Setting targets is analysis of past sales figures, which software can model and propose sensibly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:08:06.879Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6211",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Researching destinations and suppliers against what customers want is desk research with plenty of published information.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1225",
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  {
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      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Rota building is a scheduling problem software solves well, with a person handling awkward requests.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4159",
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  {
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      3,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Joint ventures with local operators are built on personal relationships and negotiation over time.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6219",
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  {
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      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Corporate travel accounts run on bookings, policies and reporting, though the client relationship still needs a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1225",
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  {
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      3,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Pushing a sales team to hit targets works through personal encouragement day to day.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1150",
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  {
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    "score": 93,
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      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Head-office sales reports come straight from figures in the system, so software can compile and write them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3552",
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  {
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Taking strategic advice from directors is a live conversation between people who know each other.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1225",
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  {
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    "rationale": "Practice budgets and accounts are standard finance work, with an accountant checking the year end.",
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    "confidence": "medium",
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    "rationale": "Adverts and shortlisting are quick, but hiring dental staff needs interviews and registration checks.",
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    "rationale": "Booking appointments is scheduling work that online systems already do from start to finish.",
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      3
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    "confidence": "high",
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    "rationale": "Patient recalls and record housekeeping are exactly what practice systems automate, with the practice responsible for data protection.",
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    "modelId": "claude-opus-5",
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    "rationale": "Course material writes easily, but arranging and running practice training involves people in the building.",
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    "rationale": "Maintaining a records system and producing reports from it is standard software work.",
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    "modelId": "claude-opus-5",
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    "rationale": "Rota building is a scheduling problem software solves; absence conversations are handled person to person.",
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    "rationale": "Sorting and filing office records on a computer is exactly the kind of organising software already handles.",
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    "rationale": "Supervising and appraising staff depends on knowing the individuals and their work.",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Following the organisation’s equality policies is something a person does rather than a document to be produced.",
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    "rationale": "Working across departments depends on relationships, though much of the messaging can be drafted.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Procedure and paperwork can be drafted, but tackling how someone is performing is a difficult conversation held in person.",
    "promptVersion": "task_scoring_v1.0",
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    "confidence": "high",
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    "rationale": "Pulling activity data into a management report is routine work software does well.",
    "promptVersion": "task_scoring_v1.0",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Safety rules are documented, but checking the building means walking around it.",
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    "modelId": "claude-opus-5",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Talking through service problems with different groups happens live and depends on the people present.",
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    "d": [
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Policy documents can be drafted from published standards, but getting a busy practice to actually follow them takes a manager.",
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    "confidence": "high",
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    "rationale": "Reviewing activity and cash figures to support planning is standard analysis of practice system data.",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Pricing decisions are calculations against costs and market rates.",
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      2
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    "confidence": "medium",
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    "rationale": "Attending a board meeting to keep groups connected means being in the room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      2
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    "confidence": "medium",
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    "rationale": "Joint planning across groups runs on relationships and local context.",
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    "rationale": "Plans are easy to draft; changing how a practice actually works depends on bringing staff with you.",
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    "rationale": "Change plans write well, but making them stick across services depends on trust and persuasion.",
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    "confidence": "medium",
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    "rationale": "Designing performance measures is a documented design task, though the measures need agreement.",
    "promptVersion": "task_scoring_v1.0",
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    "confidence": "medium",
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    "rationale": "Pulling audit data and organising meetings is system work, with clinicians rather than the manager making the clinical judgements.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Compliance requirements are published, so listing needed building or equipment changes is largely desk work.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Medicines monitoring is well documented but must sit under a clinically responsible person.",
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    "keyingScheme": "text+occupation",
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    "rationale": "Reception work happens at the desk, with patients in front of you.",
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    "rationale": "Caring for babies is entirely hands-on and in the room.",
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    "rationale": "Checking a purchase against the agreed budget is a rule-based approval step that systems already automate.",
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    "rationale": "Regulations are published, so software can draft workable procedures that the manager then tailors to the building and adopts.",
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    "rationale": "Reviewing programmes against regulations and performance data is document analysis AI does to a usable standard.",
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    "rationale": "Reading existing code and spotting what needs changing is a strong use of these tools.",
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    "scoredAt": "2026-08-04T17:16:42.361Z",
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    "rationale": "Care records and returns follow set formats, so software can assemble and maintain most of them under the manager's direction.",
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  },
  {
    "taskId": "uk-1233-T-04578",
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      30,
      44
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      1,
      0,
      1,
      3
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  },
  {
    "taskId": "uk-1233-T-07196",
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      3,
      2
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  },
  {
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      87
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      3,
      0,
      0,
      0,
      4
    ],
    "confidence": "high",
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    "rationale": "Session outlines draw on widely published teaching material that AI shapes into usable plans.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  },
  {
    "taskId": "uk-1233-T-08222",
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      41,
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      0,
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      3
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  },
  {
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      2,
      2
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  },
  {
    "taskId": "uk-1233-T-11621",
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      3
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    "rationale": "Keeping the required pupil records is routine document work that school systems and AI handle well.",
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  },
  {
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    "keyingScheme": "text+occupation",
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    "occupationId": null
  },
  {
    "taskId": "uk-1233-T-14316",
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      1,
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    "rationale": "Bookings, letters and risk paperwork can be produced quickly, but supervising young children on a trip needs adults with them.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1233",
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  },
  {
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      2
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  },
  {
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      2
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    "keyingScheme": "text+occupation",
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  {
    "taskId": "uk-1233-T-17028",
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    "rationale": "Reading with a class or a child is done in the room with them.",
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  {
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    "rationale": "Practical home-learning ideas for parents are well documented and easy to draft, though they land better in a real conversation.",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3232",
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  },
  {
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    "rationale": "This is hands-on personal help that only someone in the room can give.",
    "promptVersion": "task_scoring_v1.0",
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  {
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      0,
      1,
      3
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    "rationale": "AI can find and summarise material, but the learning itself is something the teacher has to do.",
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    "modelId": "claude-opus-5",
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  {
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      1
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    "rationale": "Helping a child out of a coat is purely physical, so there is nothing here software can take over.",
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    "modelId": "claude-opus-5",
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  {
    "taskId": "uk-1233-T-11895",
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      3
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    "rationale": "The list keeps itself digitally, but somebody still has to check what is in the cupboard.",
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    "keyingScheme": "text-only",
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  {
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      2
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    "rationale": "Putting up labelled displays at children's eye level is hands-on classroom work.",
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  {
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      3
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    "confidence": "high",
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    "rationale": "Writing up reports from existing records is exactly the kind of document work AI does well.",
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    "scoredUnderOccupationId": "uk-soc-2313",
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  {
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    "confidence": "medium",
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    "rationale": "Choosing and ordering classroom supplies against a budget is routine desk work.",
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  {
    "taskId": "uk-1233-T-08760",
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      1,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Feeding a small child is hands-on work that no software can do.",
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  {
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      1
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    "rationale": "Supervising a hall full of children means an adult being physically present and able to step in.",
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  {
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    "rationale": "Supervising pupils on and off a bus requires standing there watching.",
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  {
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      1,
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    "rationale": "Running an airfield day to day means being on site among staff and aircraft, so software can only take on the planning side.",
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    "scoredAt": "2026-08-04T19:57:03.912Z",
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    "confidence": "medium",
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    "rationale": "Reports can be drafted automatically, but dealing with a live security incident at an airport needs trained, accountable people physically present.",
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  {
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      2,
      2,
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    "rationale": "Software already helps schedule aircraft movements, but keeping them safe and compliant on the apron still needs approved staff on the ground.",
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  {
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      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Analysing financial data to find profit or service improvements is modelling work software does well from company figures.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:43:40.166Z",
    "keyingScheme": "text+occupation",
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  {
    "taskId": "uk-1241-T-04777",
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    "d": [
      2,
      1,
      2,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Flight planning software does much of the work, but changes are agreed live with controllers under the operator's accountable control.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:43:40.166Z",
    "keyingScheme": "text+occupation",
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  {
    "taskId": "uk-1241-T-07849",
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    "d": [
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Aviation safety rules are well documented so checks can be drafted, but a legally responsible person still has to see the workplace and act.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
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  },
  {
    "taskId": "uk-1241-T-09866",
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Appraisals and plans can be drafted, but managing, disciplining and developing people depends on relationships built face to face.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
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  {
    "taskId": "uk-1241-T-11748",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping work and safety records accurate is exactly the kind of structured paperwork computers already do reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
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  {
    "taskId": "uk-1241-T-12114",
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    "d": [
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      3,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Long-term goodwill with airport neighbours and users is built person to person, which no software can do on someone's behalf.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  },
  {
    "taskId": "uk-1241-T-13248",
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      44,
      52
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      0,
      1,
      3
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    "unstable": false,
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
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  },
  {
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      3
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    "confidence": "medium",
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    "rationale": "Spotting patterns in safety and quality failures can be automated, but fixing them needs an accountable person on site making decisions.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
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  },
  {
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      68
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      0,
      0,
      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Matching staff, money and supplies to demand is a planning and forecasting job that software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-16579",
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      84,
      92
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      0,
      1,
      0,
      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Charts, weather and operations publications are standardised digital products that software already assembles and distributes.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-18270",
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      39,
      53
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      3,
      0,
      1,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Customs and paperwork snags are solved with documents and phone calls; software can prepare most of it but people still negotiate.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-20302",
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      23
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      2,
      2,
      2,
      1,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Writing up an incident is easy for software, but responding to a live emergency needs trained people there at the time.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-01594",
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      45,
      53
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      1,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Weighing up cost and space for new or altered facilities is desk analysis software does well from plans and figures.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-04960",
    "score": 64,
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      60,
      68
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    "d": [
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      0,
      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Booking crew hotels and catering with suppliers is routine coordination that software already handles end to end.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-06834",
    "score": 66,
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      62,
      70
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      1,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Written procedures follow well-known formats, so software can draft standard and emergency instructions for a manager to approve.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-08014",
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      13,
      27
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      2,
      0,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Getting staff to follow procedure depends on a manager being around and known.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1131",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-10910",
    "score": 26,
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      19,
      33
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      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Shortlisting and interview questions can be prepared automatically, but judging a candidate face to face is still a person's job.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-11807",
    "score": 81,
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      77,
      85
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    "d": [
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      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping airport and traffic paperwork up to date is structured record work that software does reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-11868",
    "score": 88,
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      84,
      92
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    "d": [
      4,
      0,
      1,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Flight arrival and departure records come straight from systems, so keeping them is largely automatic already.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-12416",
    "score": 30,
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      23,
      37
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      1,
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      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Much of running a service operation is scheduling and reporting, but decisions still involve people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1150",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-12577",
    "score": 64,
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      60,
      68
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      3,
      0,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Running a department to budget is planning and number work that software supports well, with a manager approving decisions.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-15027",
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      31
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      2,
      1,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can help with programmes and costs, but airfield construction plans must be signed off by qualified people who know the site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-15153",
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      1,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Building flight schedules from aircraft, crew and slot data is exactly the kind of puzzle software solves quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-17159",
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      49,
      63
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The business case can be written automatically, but authorising capital spend is a decision the manager personally owns.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:43:40.166Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-18531",
    "score": 79,
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      75,
      83
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      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Turning consumption reports and forecasts into work assignments is routine number crunching that software already does.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-21085",
    "score": 56,
    "band": "partial",
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      1,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Keeping systems and procedures in step with new rules and technology is mostly research and rewriting, which software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-06719",
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    "d": [
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      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Facility modification plans and equipment cases are documented work that software can draft.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1121",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-08234",
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      68
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      0,
      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Designing supply chain measures and dashboards is data and reporting work that software builds quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-11820",
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      2,
      3
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    "unstable": false,
    "rationale": "Messages are easy to draft, but keeping several parties working together relies on personal contact.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4159",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-12474",
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      35,
      49
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      1,
      1,
      3
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    "unstable": false,
    "rationale": "Planning and tracking transport and warehouse flows is largely screen work, though a manager still walks the operation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
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  },
  {
    "taskId": "uk-1241-T-15148",
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Finding route and capacity changes that cut fuel and mileage is an optimisation problem software solves well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
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  },
  {
    "taskId": "uk-1241-T-18521",
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Checking vehicle logs and shipping papers against the rules is pattern matching software does quickly, with the licence holder accountable.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
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  },
  {
    "taskId": "uk-1241-T-18586",
    "score": 93,
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Reading invoices and work orders to spot busy periods is straightforward data analysis.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-13676",
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      46,
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    "d": [
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      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Freight rate negotiation is increasingly run through data and platforms, though carrier relationships still influence what you get.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:43:40.166Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-00878",
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      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Costing out routing and shipping changes is spreadsheet analysis that software does quickly and accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-02700",
    "score": 0,
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      4,
      1,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Servicing vehicles and heavy equipment is hands-on work with spanners, which software cannot do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-06119",
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      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Choosing the cheapest sensible way to move goods is a planning calculation software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
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  },
  {
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      3
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    "unstable": false,
    "rationale": "Judging the condition of vehicles and equipment means looking them over in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-12690",
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    "d": [
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Maintenance scheduling is easily automated, but keeping vehicles roadworthy rests with a named, qualified person and work in the workshop.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
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  {
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    "score": 64,
    "band": "high",
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      60,
      68
    ],
    "d": [
      3,
      0,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Allocating staff, vehicles and equipment across the week is a scheduling problem software solves quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-20046",
    "score": 11,
    "band": "minimal",
    "range": [
      4,
      18
    ],
    "d": [
      1,
      2,
      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Supervision means being on the floor with people, so software can only produce the rotas and paperwork behind it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-00144",
    "score": 56,
    "band": "partial",
    "range": [
      49,
      63
    ],
    "d": [
      3,
      0,
      1,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Import and export delays are chased through documents and messages, most of which software can prepare.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-04958",
    "score": 48,
    "band": "partial",
    "range": [
      41,
      55
    ],
    "d": [
      3,
      1,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Coordinating warehouse work with other departments runs on shared plans and meetings; software can build the plans but not attend.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-06334",
    "score": 42,
    "band": "partial",
    "range": [
      35,
      49
    ],
    "d": [
      3,
      1,
      1,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Safety and security programmes follow published models software can draft, but putting them in place needs someone walking the warehouse.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-08603",
    "score": 48,
    "band": "partial",
    "range": [
      41,
      55
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    "d": [
      3,
      1,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Turning company policy into a clear explanation is writing work, though the briefing usually happens in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6136",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-10328",
    "score": 9,
    "band": "minimal",
    "range": [
      2,
      16
    ],
    "d": [
      1,
      3,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking stock, vehicles and facilities for defects means physically looking at them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:43:40.166Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-12377",
    "score": 75,
    "band": "high",
    "range": [
      68,
      82
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Managing a budget against actual spend is standard finance system work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1131",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-13131",
    "score": 32,
    "band": "low",
    "range": [
      25,
      39
    ],
    "d": [
      2,
      1,
      1,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Monitoring can be automated, but enforcing safety rules on a working site means someone speaking to people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:43:40.166Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-14276",
    "score": 69,
    "band": "high",
    "range": [
      65,
      73
    ],
    "d": [
      4,
      0,
      1,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Raising orders for repairs, servicing and replacements is routine purchasing admin that software already handles.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-15064",
    "score": 79,
    "band": "high",
    "range": [
      75,
      83
    ],
    "d": [
      4,
      0,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Building schedules that hit operational targets is a well-defined planning task software does quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-18287",
    "score": 17,
    "band": "minimal",
    "range": [
      10,
      24
    ],
    "d": [
      1,
      1,
      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Sorting out problems by talking to customers, contractors and staff depends on live conversation and trust between people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-20094",
    "score": 21,
    "band": "low",
    "range": [
      14,
      28
    ],
    "d": [
      1,
      1,
      0,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking goods in means someone physically looking at what came off the lorry, with paperwork the smaller part.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-00621",
    "score": 79,
    "band": "high",
    "range": [
      75,
      83
    ],
    "d": [
      4,
      0,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Telling sales and billing what the transport charges are is routine data passing between systems.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-01938",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Loading and unloading goods is physical work done by hand or machine at the vehicle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:43:40.166Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-04418",
    "score": 32,
    "band": "low",
    "range": [
      25,
      39
    ],
    "d": [
      2,
      1,
      0,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can prepare the schedule details, but talking them through with supervisors happens face to face on the operation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-09617",
    "score": 75,
    "band": "high",
    "range": [
      71,
      79
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Spotting current and likely future transport problems is analysis of data and trends, which software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-10742",
    "score": 64,
    "band": "high",
    "range": [
      57,
      71
    ],
    "d": [
      3,
      0,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Linking logistics to other business systems is design and configuration work software helps with, though colleagues must agree it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-12048",
    "score": 93,
    "band": "very high",
    "range": [
      89,
      97
    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Logging time, materials, spend and crew activity is structured record keeping software already does.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-12414",
    "score": 64,
    "band": "high",
    "range": [
      60,
      68
    ],
    "d": [
      3,
      0,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Routine enquiries and complaints follow familiar patterns, so software drafts good replies, with awkward cases passed to a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3552",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-02004",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Unloading materials is lifting and carrying, which software cannot do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-08483",
    "score": 22,
    "band": "low",
    "range": [
      15,
      29
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    "d": [
      2,
      2,
      1,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Deciding how cargo must be handled starts with someone looking at it, though the rules behind the decision are written down.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-10865",
    "score": 48,
    "band": "partial",
    "range": [
      44,
      52
    ],
    "d": [
      3,
      1,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Turning shipping orders into clear instructions for workers is document work software does well, though it is delivered in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-13433",
    "score": 93,
    "band": "very high",
    "range": [
      89,
      97
    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Warehouse stock levels sit in a system, so monitoring them is already largely automatic.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-14171",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Driving vehicles and operating machinery is hands-on work software cannot do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-17170",
    "score": 64,
    "band": "high",
    "range": [
      60,
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    "d": [
      3,
      0,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Building a case for fee and tariff changes is costing and comparison work software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-07900",
    "score": 48,
    "band": "partial",
    "range": [
      41,
      55
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    "d": [
      3,
      0,
      2,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Drivers' hours and licence data can be checked automatically, but the named transport manager remains legally answerable for compliance.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-08085",
    "score": 48,
    "band": "partial",
    "range": [
      41,
      55
    ],
    "d": [
      3,
      1,
      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Running the control room efficiently is mostly system work, though someone is there to deal with what the screens miss.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-13181",
    "score": 75,
    "band": "high",
    "range": [
      71,
      79
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Tracking and reporting supply chain activity is data work software does quickly and consistently.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-15897",
    "score": 22,
    "band": "low",
    "range": [
      15,
      29
    ],
    "d": [
      2,
      2,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Preparing loads of livestock, food or waste means physical checks as well as the paperwork the law requires.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-18863",
    "score": 81,
    "band": "very high",
    "range": [
      77,
      85
    ],
    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Scheduling loads around drivers' hours and journey times is a constraint puzzle software solves faster than people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-04080",
    "score": 36,
    "band": "low",
    "range": [
      29,
      43
    ],
    "d": [
      3,
      1,
      2,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Audit paperwork can be prepared automatically, but an accountable auditor still walks the site and signs the findings.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-07886",
    "score": 56,
    "band": "partial",
    "range": [
      52,
      60
    ],
    "d": [
      3,
      0,
      1,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking that fleet insurance is correct and current is document work software can handle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-13125",
    "score": 36,
    "band": "low",
    "range": [
      32,
      40
    ],
    "d": [
      2,
      0,
      3,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Only the qualified transport manager named on the operator's licence can exercise this duty, and they answer personally for it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:43:40.166Z",
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    "keyingScheme": "text+occupation",
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    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Spotting improvements to working practices is analysis and write-up work software does well, though colleagues must be persuaded.",
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    "scoredUnderOccupationId": "uk-soc-1241",
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    "rationale": "Reading suppliers' environmental records and comparing them is document analysis software does quickly.",
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    "rationale": "Keeping the work area clean and safe is physical work in the kitchen.",
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    "rationale": "Working out how many marine staff are needed, and at what level, is planning from workload data and rules.",
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    "rationale": "Handing equipment to staff is a physical job; only the record of who has what is paperwork.",
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    "rationale": "Safety paperwork can be drafted, but managing marine workplace safety needs an accountable person seeing the quayside and boats.",
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    "rationale": "Watching departmental spending against budget is standard finance reporting that software does automatically.",
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    "rationale": "Building maritime community goodwill happens through people turning up and knowing each other, which software cannot replace.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Raids, searches and arrests are physical acts carried out in person by warranted officers.",
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      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Building a rota is a scheduling problem software solves, given the team's constraints.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1131",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-18365",
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      77,
      85
    ],
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      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
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    "rationale": "Drafting replies to police correspondence is document work software does well, with a manager approving what is sent.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
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      17,
      31
    ],
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      1,
      0,
      3,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "A performance review is a candid conversation between two people who work together.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1131",
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  },
  {
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      49,
      63
    ],
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      3,
      0,
      1,
      1,
      3
    ],
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    "rationale": "Providing records and cooperating with enforcement bodies is largely retrieving and sending documented information from operator systems.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:43:40.166Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-07140",
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      65,
      73
    ],
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      4,
      0,
      1,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Directing the preparation of official reports and records is structured document work software largely handles.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
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      16,
      30
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      2,
      1,
      1,
      2,
      2
    ],
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    "unstable": false,
    "rationale": "Consultation documents and response summaries can be automated, but port users expect to be heard by a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-09854",
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      30,
      44
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      1,
      0,
      1,
      3
    ],
    "confidence": "medium",
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    "rationale": "Software can write the procedure, but getting a team to actually follow it takes a manager.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7132",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-10348",
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      2,
      16
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      1,
      3,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking premises and vehicles against standards means physically going and looking at them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:43:40.166Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-11987",
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      89,
      97
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      4,
      0,
      0,
      0,
      3
    ],
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    "unstable": false,
    "rationale": "Production logs come from operational systems, so keeping them is already close to automatic.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-12513",
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      21,
      35
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      2,
      1,
      1,
      1,
      2
    ],
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    "unstable": false,
    "rationale": "Non-routine assets need someone who knows their history and can go and look, though the records side is easy.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-13909",
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      25,
      39
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      3,
      1,
      2,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Licensing and office administration is largely document work, but harbour authority decisions rest with statutory officers.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
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      13,
      27
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    "d": [
      2,
      1,
      3,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Pilot training records can be managed by software, but authorising a pilot is a legal decision of the harbour authority.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-15421",
    "score": 93,
    "band": "very high",
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      89,
      97
    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Turning data into an analytical report is one of software's strongest areas.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3544",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-16172",
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      25,
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    ],
    "d": [
      3,
      1,
      2,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Investigation reports can be drafted from evidence, but the findings must come from an accountable investigator who was there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-18487",
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      44,
      58
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      3,
      0,
      2,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Reviewing and redrafting statutory powers is legal desk work software supports, though only the authority can change them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-01815",
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      42
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      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Allocating work can be automated, but reviewing how staff performed it is a manager's judgement and conversation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:43:40.166Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-06214",
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      24,
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      0,
      3,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can model the risks, but deciding whether a port needs pilotage is a legal duty of the harbour authority.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-07171",
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      13,
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      3,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Emergency plans can be drafted, but discharging civil contingencies duties falls on named people who must act in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-07781",
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      28,
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      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Service improvements can be designed from feedback data, though winning customers round happens in conversation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-09948",
    "score": 48,
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    "d": [
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      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Quality systems follow published standards software can build, but embedding them means working with people on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-11000",
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      28,
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      1,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Case papers can be prepared automatically, but disciplinary and grievance matters are settled through meetings with the people involved.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:43:40.166Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-12681",
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      42
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      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Job adverts and training plans can be drafted, but recruiting and managing performance turns on face-to-face judgement.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-14149",
    "score": 75,
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      71,
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    "d": [
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      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Running a marine budget is planning and tracking numbers, which software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
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  },
  {
    "taskId": "uk-1241-T-14523",
    "score": 49,
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    "d": [
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      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Project administration is easy to automate; keeping the process working needs someone accountable.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2132",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-15458",
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    "d": [
      2,
      2,
      2,
      1,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Writing the emergency plan is straightforward, but running it during a real disruption needs people on the quayside.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-16271",
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      0,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Safety systems follow known formats software can draft, but they must be owned and operated by an accountable person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
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  },
  {
    "taskId": "uk-1241-T-18494",
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      1,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Policy review and redrafting is document work software supports, though the authority formally decides what changes.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-02208",
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    "d": [
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      0,
      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Deciding who gets promoted is a judgement about people that a manager has to make and stand behind.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-06315",
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    "d": [
      2,
      0,
      3,
      0,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Pilotage directions can be drafted from precedent, but issuing them is a legal act of the harbour authority.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
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      3,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Disciplinary letters can be drafted, but the meeting itself depends on a fair hearing between people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-12399",
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    "d": [
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      2,
      0,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Dredging and navigation aids involve boats, surveys and crews, with planning the only part software can take on.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-12687",
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    "d": [
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      0,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can support navigation monitoring, but responsibility for safe navigation in a port sits legally with named officers.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-15770",
    "score": 93,
    "band": "very high",
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    "d": [
      4,
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      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Press releases follow well-known formats, so software can draft them quickly from the port's own facts.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-1241-T-18071",
    "score": 56,
    "band": "partial",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Raising orders is routine system work, though knowing what is actually running low means being around the stores.",
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      2
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    "rationale": "Driving and operating traffic management vehicles is physical work software cannot do.",
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    "modelId": "claude-opus-5",
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    "rationale": "Rota building is a scheduling problem software solves well, with a person handling awkward requests.",
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    "rationale": "Keeping security records current is structured record-keeping that systems already do.",
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    "rationale": "Managing a budget against actual spend is standard finance system work.",
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    "rationale": "Feedback lands when it comes from a manager the person trusts and works alongside.",
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    "scoredUnderOccupationId": "uk-soc-3557",
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    "rationale": "Building delivery and despatch schedules from orders and capacity is exactly what planning software does.",
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    "rationale": "Finding route and capacity changes that cut fuel and mileage is an optimisation problem software solves well.",
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    "rationale": "Order progress is tracked in the system, though supervising bespoke work also means watching it on the floor.",
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    "rationale": "Software can propose the changes, but reshaping how a warehouse actually works takes people to implement and embed.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "rationale": "Deciding where stock goes is a well-solved optimisation warehouse systems already handle.",
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    "rationale": "Serving a customer at the counter happens face to face.",
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    "modelId": "claude-opus-5",
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    "rationale": "Plans and specifications can be drafted, but installing and commissioning automation happens on the warehouse floor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Writing standard and emergency operating procedures for handling goods is document work software drafts to a usable standard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:43:40.166Z",
    "keyingScheme": "text+occupation",
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    "rationale": "Designing supply chain measures and dashboards is data and reporting work that software builds quickly.",
    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text-only",
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    "rationale": "Import and export problems turn on documents and rules that AI can read and act on.",
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    "rationale": "Working out what to reorder and when is well-documented number work software does well.",
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    "rationale": "Forecasting future capacity from volume trends is analysis AI does to a usable standard.",
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    "rationale": "Updating stock records is straightforward data entry, though counts often start on the shelf.",
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    "scoredUnderOccupationId": "uk-soc-1243",
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    "rationale": "Motivating people depends entirely on a real human relationship.",
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    "modelId": "claude-opus-5",
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  {
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    "scoredAt": "2026-08-04T20:42:09.184Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1134",
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    "rationale": "Keeping a depot running safely means walking it and spotting problems in person.",
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    "scoredUnderOccupationId": "uk-soc-1259",
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    "rationale": "Adverts and shortlisting draft well, though interviewing and choosing people stays human.",
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    "keyingScheme": "text-only",
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  {
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    "rationale": "Supervising a gang means being there to see the work as it happens.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:51:27.741Z",
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    "rationale": "The reporting is straightforward, but turning it into change depends on knowing what the organisation will accept.",
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    "rationale": "Booking contractors and chasing jobs is scheduling work software handles, though someone still checks the building.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "modelId": "claude-opus-5",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
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    "rationale": "Emergencies are dealt with by someone who can get there and act on the spot.",
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    "rationale": "Budget control is number work on figures already in the finance system, which software handles well.",
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    "rationale": "Safety procedures follow published guidance software can draft, but a competent person must own them.",
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    "rationale": "Managing a budget against actual spend is standard finance system work.",
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    "scoredUnderOccupationId": "uk-soc-1131",
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    "rationale": "Overseeing repairs to wiring and machinery means being at the equipment while the work is done.",
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    "rationale": "Leading a team well depends on the trust people place in the person leading them.",
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    "modelId": "claude-opus-5",
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    "rationale": "Layouts can be planned automatically, but moving people and furniture around happens in the building.",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Supervising security means people on patrol and someone directing them where they stand.",
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    "modelId": "claude-opus-5",
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      3
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    "rationale": "Weighing repair against replacement is a costing exercise software does well, using records already held.",
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    "modelId": "claude-opus-5",
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    "confidence": "medium",
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    "rationale": "Reports and plans can be produced automatically, but running an estate means being about the place.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Property law and regulation are published in full, so keeping up with changes suits software very well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Contract paperwork and renewal tracking are document tasks software handles well, with a manager deciding.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "rationale": "Terms can be drafted automatically, but haggling with a supplier is a live conversation between people.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
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    "rationale": "Keeping machinery in order means hands and eyes on the equipment itself.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Ordering supplies runs on catalogues and stock records, so most of it can be done automatically.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
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    "taskId": "uk-1251-T-18616",
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      3
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    "confidence": "high",
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    "rationale": "Checking reports and schedules for errors is document work software does quickly and accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
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  {
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    "confidence": "high",
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    "rationale": "Signing off completed work means someone looking at the job that was actually done.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "confidence": "medium",
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    "rationale": "Energy advice draws on published standards and building data, though the survey behind it needs a visit.",
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    "confidence": "high",
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    "rationale": "Tender documents follow standard formats, so a strong first draft can be produced automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "unstable": false,
    "rationale": "AI can build the plan, but the strategic choices belong to the people running the business.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1131",
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    "confidence": "medium",
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    "rationale": "Searching and comparing premises is desk research software does well, though viewings still happen in person.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Leading continuing change depends on trust and influence with colleagues over time.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:34:23.812Z",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Stock lists can be kept automatically, but choosing and fitting out furnishings happens on the premises.",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "A move is mostly planning and scheduling that software handles, with people needed on the day.",
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    "rationale": "Reviewing asset and compliance data is analysis work on records the organisation already holds.",
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    "modelId": "claude-opus-5",
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    "rationale": "Measuring service against agreed standards is data work software does well, though improvement needs people.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-1251",
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    "rationale": "Allocating rooms and desks is scheduling work that software handles from existing bookings.",
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    "rationale": "Working relationships depend on people trusting each other, which software cannot build for them.",
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    "modelId": "claude-opus-5",
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "confidence": "medium",
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    "rationale": "Software can produce workable space plans, but the final layout depends on how a specific building is used.",
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    "rationale": "Parking allocation is a scheduling problem software solves well, with occasional checks on the ground.",
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    "confidence": "high",
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    "rationale": "Inspecting waste plant means an authorised officer looking at the site and equipment in person.",
    "promptVersion": "task_scoring_v1.0",
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    "confidence": "medium",
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    "rationale": "Records and budgets can be automated, but running land and buildings means being present across them.",
    "promptVersion": "task_scoring_v1.0",
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    "confidence": "medium",
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    "rationale": "Lease administration is well documented office work, though letting space involves negotiating with tenants.",
    "promptVersion": "task_scoring_v1.0",
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    "unstable": false,
    "rationale": "Software can produce design options, but shaping a building with architects involves site knowledge and judgement.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Putting equipment and materials into storage is physical handling.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Programmes and reports can be automated, but leading a construction team happens on the site.",
    "promptVersion": "task_scoring_v1.0",
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      3,
      1,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Records can be kept automatically, but clearing and disposing of goods is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
  },
  {
    "taskId": "uk-1251-T-14373",
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    "band": "low",
    "range": [
      31,
      45
    ],
    "d": [
      3,
      2,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Digital filing can be automated, though sorting and moving physical post is done by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
  },
  {
    "taskId": "uk-1251-T-19960",
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    "band": "minimal",
    "range": [
      3,
      11
    ],
    "d": [
      1,
      3,
      0,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Supervising kitchen staff means being in the kitchen while the work happens.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
  },
  {
    "taskId": "uk-1251-T-01375",
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    "band": "partial",
    "range": [
      41,
      55
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    "d": [
      3,
      1,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Logging faults and calling out repairers is scheduling work software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
  },
  {
    "taskId": "uk-1251-T-12332",
    "score": 22,
    "band": "low",
    "range": [
      18,
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    ],
    "d": [
      2,
      2,
      2,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Housing standards are checked in the property itself and a responsible person answers for them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
  },
  {
    "taskId": "uk-1251-T-00299",
    "score": 56,
    "band": "partial",
    "range": [
      49,
      63
    ],
    "d": [
      3,
      0,
      1,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Rent collection and arrears chasing run on payment records, so most of it is already automatic.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
  },
  {
    "taskId": "uk-1251-T-02994",
    "score": 56,
    "band": "partial",
    "range": [
      49,
      63
    ],
    "d": [
      3,
      0,
      1,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Tenancy terms are written down, so explaining them clearly is something software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
  },
  {
    "taskId": "uk-1251-T-07847",
    "score": 43,
    "band": "partial",
    "range": [
      36,
      50
    ],
    "d": [
      2,
      0,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can track duties and deadlines, but safeguarding and legal duties rest with an accountable person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
  },
  {
    "taskId": "uk-1251-T-11932",
    "score": 75,
    "band": "high",
    "range": [
      71,
      79
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Repair records are held in property systems and can be kept up to date automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
  },
  {
    "taskId": "uk-1251-T-12496",
    "score": 24,
    "band": "low",
    "range": [
      17,
      31
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    "d": [
      2,
      2,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Administration can be automated, but looking after buildings means someone attending them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
  },
  {
    "taskId": "uk-1251-T-13124",
    "score": 50,
    "band": "partial",
    "range": [
      43,
      57
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    "d": [
      2,
      0,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Keeping up with regulations suits software, but actually complying means the manager changing how the property is run.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
  },
  {
    "taskId": "uk-1251-T-18535",
    "score": 72,
    "band": "high",
    "range": [
      68,
      76
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    "d": [
      3,
      0,
      1,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Tenancy agreements follow standard forms, so reviewing them and writing letters is well suited to software.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
  },
  {
    "taskId": "uk-1251-T-20942",
    "score": 72,
    "band": "high",
    "range": [
      68,
      76
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    "d": [
      3,
      0,
      1,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Landlord and tenant law is published in full, so applying it to a case is strong ground for software.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
  },
  {
    "taskId": "uk-1251-T-01619",
    "score": 42,
    "band": "partial",
    "range": [
      35,
      49
    ],
    "d": [
      3,
      1,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Automated valuation models are good with market data, though a formal figure needs a registered valuer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
  },
  {
    "taskId": "uk-1251-T-06085",
    "score": 56,
    "band": "partial",
    "range": [
      49,
      63
    ],
    "d": [
      3,
      0,
      1,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Eligibility rules are published and the evidence is on file, so software can check them; the manager confirms and signs.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
  },
  {
    "taskId": "uk-1251-T-11410",
    "score": 35,
    "band": "low",
    "range": [
      28,
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    ],
    "d": [
      2,
      0,
      1,
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      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Records and returns can be automated, but working with councils depends on relationships between people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
  },
  {
    "taskId": "uk-1251-T-13685",
    "score": 26,
    "band": "low",
    "range": [
      19,
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    ],
    "d": [
      2,
      1,
      1,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Deal papers can be drafted automatically, but the bargaining itself happens between people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
  },
  {
    "taskId": "uk-1251-T-18773",
    "score": 8,
    "band": "minimal",
    "range": [
      4,
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    ],
    "d": [
      1,
      3,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Walking the grounds to spot what needs fixing means eyes on the buildings themselves.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
  },
  {
    "taskId": "uk-1251-T-00877",
    "score": 93,
    "band": "very high",
    "range": [
      89,
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    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Budget analysis works on figures already in the system using documented methods, so software produces it well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
  },
  {
    "taskId": "uk-1251-T-02920",
    "score": 7,
    "band": "minimal",
    "range": [
      3,
      11
    ],
    "d": [
      1,
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      0,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking how a property is actually being used means visiting it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
  },
  {
    "taskId": "uk-1251-T-05658",
    "score": 13,
    "band": "minimal",
    "range": [
      9,
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    "d": [
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      3,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Good service to a worried customer depends on a person they can talk to and trust.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
  },
  {
    "taskId": "uk-1251-T-08450",
    "score": 35,
    "band": "low",
    "range": [
      28,
      42
    ],
    "d": [
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      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Performance data can be summarised automatically, but judging and discussing someone's work is a human conversation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
  },
  {
    "taskId": "uk-1251-T-11411",
    "score": 27,
    "band": "low",
    "range": [
      23,
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    "d": [
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      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fire safety duties here rest with named accountable people and involve looking at the building.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
  },
  {
    "taskId": "uk-1251-T-12571",
    "score": 21,
    "band": "low",
    "range": [
      14,
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    "d": [
      2,
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      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Statements and records can be automated, but managing rented homes means attending them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
  },
  {
    "taskId": "uk-1251-T-13677",
    "score": 21,
    "band": "low",
    "range": [
      14,
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    "d": [
      2,
      0,
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      3,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Loan paperwork is standard, but negotiating terms depends on a lender's confidence in the borrower and whoever represents them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-1251-T-18062",
    "score": 75,
    "band": "high",
    "range": [
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    "d": [
      3,
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      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Asking contractors for quotes is routine correspondence software can write and track.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
  },
  {
    "taskId": "uk-1251-T-19256",
    "score": 66,
    "band": "high",
    "range": [
      62,
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    "d": [
      3,
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      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Rent setting is calculation against market and regulatory formulas, using data already held.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
  },
  {
    "taskId": "uk-1251-T-00549",
    "score": 28,
    "band": "low",
    "range": [
      21,
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    ],
    "d": [
      2,
      1,
      1,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Valuation advice can be modelled from data, but the local knowledge that decides a price is not all written down.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
  },
  {
    "taskId": "uk-1251-T-03251",
    "score": 35,
    "band": "low",
    "range": [
      28,
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    "d": [
      2,
      0,
      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Ideas can be drafted automatically, but working out solutions with partners happens in discussion.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
  },
  {
    "taskId": "uk-1251-T-06163",
    "score": 35,
    "band": "low",
    "range": [
      28,
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    "d": [
      2,
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      0,
      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Priorities can be listed automatically, but agreeing them with a client is a conversation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
  },
  {
    "taskId": "uk-1251-T-11019",
    "score": 35,
    "band": "low",
    "range": [
      28,
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    "d": [
      2,
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      1,
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      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Complaint paperwork can be prepared automatically, but interviewing staff about a grievance needs a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
  },
  {
    "taskId": "uk-1251-T-12652",
    "score": 66,
    "band": "high",
    "range": [
      62,
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    ],
    "d": [
      3,
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      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Paying premiums, mortgages and bills on time is scheduled finance work that software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
  },
  {
    "taskId": "uk-1251-T-14229",
    "score": 75,
    "band": "high",
    "range": [
      71,
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    "d": [
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      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Ordering equipment and supplies runs on catalogues and stock records, so it is largely automatic.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
  },
  {
    "taskId": "uk-1251-T-18278",
    "score": 37,
    "band": "low",
    "range": [
      30,
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    "d": [
      2,
      1,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Procedures can be looked up automatically, though sorting out a live operational problem often needs presence.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
  },
  {
    "taskId": "uk-1251-T-19300",
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      68,
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      1,
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      4
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    "confidence": "high",
    "unstable": false,
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
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  },
  {
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      2
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    "rationale": "Joint working depends on people in different bodies trusting each other enough to act together.",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
  },
  {
    "taskId": "uk-1251-T-07038",
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      3,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Directing staff and volunteers day to day needs someone they answer to and will follow.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-1251-T-12029",
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      89,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Inventory and usage records are structured data that stock systems keep automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:13:44.082Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6131",
    "occupationId": null
  },
  {
    "taskId": "uk-1251-T-12815",
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      57,
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      3,
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      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Writing and placing property adverts is content work software produces quickly and well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
  },
  {
    "taskId": "uk-1251-T-15219",
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      25,
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      2,
      1,
      1,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can draft plans and costings, but a building project depends on the specific site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
  },
  {
    "taskId": "uk-1251-T-19506",
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      0,
      4
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      0,
      4,
      0,
      2,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Showing someone round a property means being there with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
  },
  {
    "taskId": "uk-1251-T-03357",
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      16,
      30
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Working with partners and communities towards shared goals rests on relationships rather than documents.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:36:21.102Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2440",
    "occupationId": null
  },
  {
    "taskId": "uk-1251-T-07270",
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      33,
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      0,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Marketing options can be laid out automatically, but persuading an owner is a conversation between people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
  },
  {
    "taskId": "uk-1251-T-12046",
    "score": 75,
    "band": "high",
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      71,
      79
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      0,
      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Permit records are held digitally and can be kept up to date automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
  },
  {
    "taskId": "uk-1251-T-12959",
    "score": 12,
    "band": "minimal",
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      8,
      16
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    "d": [
      1,
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      1,
      3,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Board meetings on legal and environmental problems turn on trusted people arguing a case in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
  },
  {
    "taskId": "uk-1251-T-15570",
    "score": 66,
    "band": "high",
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      62,
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    "d": [
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      1,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Property budgets are built from costs and income already recorded, so drafting them is largely automatic.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
  },
  {
    "taskId": "uk-1251-T-19728",
    "score": 83,
    "band": "very high",
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      79,
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    "d": [
      3,
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      0,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Building and environmental rules are published in full, so keeping current with them suits software well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
  },
  {
    "taskId": "uk-1251-T-04398",
    "score": 9,
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    "range": [
      5,
      13
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    "d": [
      1,
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      0,
      3,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Regular contact with residents' groups depends on people who are known and trusted locally.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-1251-T-12050",
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      71,
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "A vacancy list is a database that updates itself once the process is set up.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
  },
  {
    "taskId": "uk-1251-T-12963",
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      6,
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      1,
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      0,
      3,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Settling a quarrel between neighbours depends on someone both sides will listen to.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
  },
  {
    "taskId": "uk-1251-T-20330",
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      21,
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      0,
      1,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can produce the figures, but taking personal responsibility for results is something only a person does.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
  },
  {
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "A brief can be written easily, but choosing and engaging an architectural firm rests on judgement about a specific practice.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-1251-T-13695",
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      3,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Winning backing from councils and businesses depends on personal standing and face-to-face persuasion.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
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  {
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      0,
      3,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can identify the obstacles, but talking parties round to clearing them is done between people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
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  {
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      3,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Handling conflict and reassuring families depends on the trust people place in the person speaking.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
  },
  {
    "taskId": "uk-1251-T-07633",
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      3
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    "rationale": "Plans and tracking can be automated, but leading a project team means working with people directly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
  },
  {
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      2,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Services for vulnerable people carry safeguarding duties and depend on staff who see them in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
  },
  {
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    "d": [
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Policy drafting draws on abundant published examples AI can adapt to the organisation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1131",
    "occupationId": null
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  {
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    "d": [
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Housing market history and trends are widely published, so this knowledge is readily available to software.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
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    "unstable": false,
    "rationale": "Contract wording can be prepared automatically, but agreeing the deal is a live negotiation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
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    "taskId": "uk-1251-T-20966",
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      3
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    "confidence": "high",
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    "rationale": "Business planning and risk management are well documented, and the organisation's own material is held digitally.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Benefits and services are documented, so signposting is easy for software, though people in difficulty want a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
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  {
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      3
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    "rationale": "Agreements can be drafted automatically, but the terms are settled in conversation with the venue.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Performance and value-for-money reporting is analysis of records the organisation already holds.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
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      1
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    "unstable": false,
    "rationale": "Knowing what an estate is really like comes from local experience that is rarely written down anywhere.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
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  {
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    "d": [
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Budget administration is desk work with numbers already in the property systems, so software handles most of the routine load.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
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      2,
      2
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    "confidence": "medium",
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    "rationale": "Software can suggest how to share out the work, but the decision and the conversation rest on knowing the people involved.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1111",
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  {
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      3,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Keeping the board, directors and shareholders talking well together depends on personal standing that software cannot supply.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3
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    "keyingScheme": "text+occupation",
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  },
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      2
    ],
    "confidence": "high",
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    "rationale": "Checking and servicing tools is hands-on workshop work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5250",
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  },
  {
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1252",
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  },
  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Progress updates to customers are short, repeatable messages that systems already send automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5223",
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  },
  {
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      3
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    "unstable": false,
    "rationale": "Monitoring schedules and incident data can be handled automatically, but noticing unsafe practice in the workshop needs someone watching.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1252",
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  },
  {
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      3
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    "unstable": false,
    "rationale": "Technical coaching happens beside the vehicle, though reference guidance can be written.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1252",
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  },
  {
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      3
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    "rationale": "Checking lifts and workshop tools means examining them in the workshop, though the paperwork side can be prepared automatically.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1252",
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  },
  {
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      0,
      0,
      3
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    "confidence": "high",
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    "rationale": "Matching jobs to people, kit and priorities is a scheduling problem software is good at.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:41:42.725Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1224",
    "occupationId": null
  },
  {
    "taskId": "uk-1252-T-09724",
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      3
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    "confidence": "medium",
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    "rationale": "Choosing a repair method from test results follows documented practice that software can work through.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5250",
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  },
  {
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      3
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    "unstable": false,
    "rationale": "Judging whether work meets standard means looking at it where it was done.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:25:34.214Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6129",
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  },
  {
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      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Planning equipment servicing schedules is exactly the kind of scheduling software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:35:14.479Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1252",
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  },
  {
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      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Adverts, shortlisting and offers can be drafted, but hiring decisions rest on meeting people.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1252",
    "occupationId": null
  },
  {
    "taskId": "uk-1252-T-18555",
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      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Judging someone work quality fairly relies on watching them and knowing the person.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5250",
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  },
  {
    "taskId": "uk-1252-T-20740",
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      0,
      2,
      2
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    "confidence": "high",
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    "rationale": "Teaching someone a practical job means showing them at the bench or machine.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
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  },
  {
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      3,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Letters and process notes can be drafted, but a grievance is resolved through a real conversation with the person raising it.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:01:23Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1252",
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  },
  {
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      2
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    "confidence": "high",
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    "rationale": "Teaching repair techniques means demonstrating with the tools in front of trainees.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5250",
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  {
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    "confidence": "medium",
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    "rationale": "Working out resource needs is planning work, though agreeing them happens in conversation with managers.",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2127",
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  {
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    "rationale": "A report can be largely drafted, but gathering what actually happened means looking at the scene and talking to the people involved.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:01:23Z",
    "keyingScheme": "text+occupation",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Ordering parts and supplies is routine purchasing that ordering systems already largely handle.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5250",
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  {
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      3
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    "rationale": "Ordering parts against a stock list is routine purchasing that systems handle.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5223",
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    "keyingScheme": "text+occupation",
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    "rationale": "Training staff on equipment means showing them on the equipment.",
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    "rationale": "Pulling together time, production and stock records is routine compilation work.",
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    "scoredUnderOccupationId": "uk-soc-3544",
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    "rationale": "Compiling operation and maintenance records is routine record-keeping software handles reliably.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:27.864Z",
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      3
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    "rationale": "Checking a finished repair means looking over and testing the actual vehicle before it goes back to the customer.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "rationale": "Pricing from a specification and a rate card is calculation and document work.",
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    "modelId": "claude-opus-5",
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    "rationale": "Costing materials, transport, labour and hire is arithmetic against price lists, which software handles accurately.",
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    "modelId": "claude-opus-5",
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    "unstable": false,
    "rationale": "The drawings and work orders can be read on a screen, but the site itself has to be visited.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5250",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Watching departmental spending against budget is standard finance reporting that software does automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
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    "confidence": "high",
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    "rationale": "Production rates come straight from machine data, so measuring output is well suited to automatic reporting.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1121",
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  {
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    "confidence": "high",
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    "rationale": "Budget input is number work on costs and workloads already recorded.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-1139",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Repairing and adjusting equipment with hand tools is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Answering customer questions from known information is something software already does at speed and scale.",
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    "rationale": "Legislation is published and easy to track, but actually complying means changing how the site operates.",
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    "rationale": "Matching vehicles and drivers to jobs is a scheduling problem that software already solves quickly.",
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    "rationale": "Pulling figures together into a clear report is one of the strongest things current software and AI do.",
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    "rationale": "Writing a recycling plan that fits stated targets and budgets is document work built on well-known models.",
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    "rationale": "Case notes and records can be pulled together automatically, but working out what went wrong needs judgement.",
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    "rationale": "Reports and dashboards help, but running live collection services still means dealing with sites and crews.",
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      1,
      3
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      3
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  {
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      3
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    "rationale": "Recycling schemes are run against written rules, but overseeing collections means dealing with crews, sites and residents.",
    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text+occupation",
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  {
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  {
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      3
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    "rationale": "Reviewing in-service performance and proposing fixes is largely analysis of fault and usage data.",
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  },
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      2
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    "rationale": "Supervising people doing physical recycling work means being on site with them, which software cannot do.",
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    "keyingScheme": "text+occupation",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Comparing bids against set criteria is exactly the kind of structured analysis AI handles, though the final choice stays with people.",
    "promptVersion": "task_scoring_v1.0",
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  {
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    "rationale": "Collection scheduling is route optimisation, an area where software has been stronger than manual planning for years.",
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  {
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      3
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "unstable": false,
    "rationale": "Campaign material is easy to draft, but shifting what households actually do is slower and less predictable.",
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    "modelId": "claude-opus-5",
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  {
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      3
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    "rationale": "Researching what else could be recycled is desk research, though local reprocessor options need direct contact.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-3560",
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  },
  {
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    "confidence": "medium",
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    "rationale": "Campaign copy and planning are content tasks software produces quickly and well.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Service quality against environmental standards is measured from records software can check, though someone still visits the sites.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
    "taskId": "uk-1254-T-15507",
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      3
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    "confidence": "high",
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    "rationale": "Filling in waste transfer and shipping paperwork follows a fixed published format, so software can complete it from the job details.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "rationale": "Applying published best-practice guidance is mostly desk work, with some checking of how things run on the ground.",
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    "modelId": "claude-opus-5",
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      3
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    "rationale": "Putting drivers on rounds is a rota and routing calculation that planning software handles well.",
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  {
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    "confidence": "medium",
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    "rationale": "Arranging shipments is routine coordination, but prices and slots are often settled by talking to brokers.",
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    "modelId": "claude-opus-5",
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  {
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    "confidence": "medium",
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    "rationale": "Grant paperwork is straightforward, but actually delivering the project happens on the ground.",
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  {
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      3
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    "confidence": "high",
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    "rationale": "Waste records follow a fixed format from data already captured, so software can produce and keep them accurately.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
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  {
    "taskId": "uk-1254-T-13932",
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      2
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    "rationale": "Running a baler means standing at the machine feeding it.",
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  {
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    "rationale": "Recruitment adverts and training packs can be drafted automatically, but getting volunteers to show up and stay depends on personal relationships.",
    "promptVersion": "task_scoring_v1.0",
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  {
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      3
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    "rationale": "AI produces a solid first draft, though a bid that wins needs tailoring to the funder by someone who knows them.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:36.798Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3229",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Driving a forklift around a yard is physical work.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "uk-1254-T-07532",
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    "rationale": "Driving a lorry to collect scrap means physically being at the wheel, which no office software can do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
    "taskId": "uk-1254-T-20109",
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    "rationale": "Watching over a working scrap yard means being present to spot hazards and direct people as the day unfolds.",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Working out how many staff are needed is a planning calculation from throughput and rota data that software does well.",
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    "modelId": "claude-opus-5",
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  {
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      2
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    "rationale": "Matching jobs to available people and materials is planning, though the crew takes the assignment from their supervisor.",
    "promptVersion": "task_scoring_v1.0",
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  {
    "taskId": "uk-1254-T-17326",
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      0,
      3
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    "confidence": "high",
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    "rationale": "Recording production and staffing figures on standard forms is routine data entry.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
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  {
    "taskId": "uk-1254-T-04868",
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    "rationale": "Arranging a repair is phone and paperwork, though someone usually has to see the fault first.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-4215",
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  {
    "taskId": "uk-1254-T-14231",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Raising requisitions for materials is routine purchasing paperwork.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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    "confidence": "medium",
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    "rationale": "Working out why a job is slipping and writing up options is analysis software does well, given the site facts.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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    "rationale": "Watching an operation to check it meets specification means being there while it runs.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
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      3
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    "rationale": "Material estimates come from documented specifications and standard rates, so software produces them quickly and accurately.",
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    "scoredUnderOccupationId": "uk-soc-1254",
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  },
  {
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    "rationale": "Drafting proposals to improve how work is done is writing software handles well; getting them adopted is another matter.",
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  {
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      2
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    "rationale": "Flow readings come from meters and are logged automatically, though operators still check the instruments are reading correctly on site.",
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    "confidence": "high",
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    "rationale": "Running the treatment plant means opening valves and handling equipment on site, which is physical work.",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Collecting effluent samples and testing them means hands on bottles and instruments at the works.",
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    "confidence": "high",
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    "rationale": "Applying hygiene procedures to pipes and tanks is physical work done on the infrastructure itself.",
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    "rationale": "Routine maintenance and testing of plant needs hands and tools on the equipment.",
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    "modelId": "claude-opus-5",
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    "rationale": "Sludge handling is a permitted site operation needing a technically competent manager on the ground, not a desk decision.",
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      3
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    "rationale": "Balancing output against demand is pattern-matching on live meter data, though someone must act physically when a pump needs attention.",
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    "rationale": "Finding the best chemical and energy settings is a data problem AI is good at, but changes must be trialled on the plant.",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Standards can be drafted from existing regulations, but signing off what counts as safe drinking water rests with a responsible person.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Greasing bearings and clearing rags from pumps is hands-on maintenance at the equipment.",
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    "modelId": "claude-opus-5",
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    "rationale": "A visual site check means walking the works and looking at what is actually there.",
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    "rationale": "Much of filtration runs automatically, but operating it still means being at the works to switch, backwash and check filters.",
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    "rationale": "Alarms can often be diagnosed remotely from the data, but roughly half the time someone has to drive out and look.",
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    "rationale": "Course material is easy for software to produce, but running a safety session in front of staff needs a person in the room.",
    "promptVersion": "task_scoring_v1.0",
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      3
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    "rationale": "Keeping production records up to date is data entry that factory systems already automate.",
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    "scoredUnderOccupationId": "uk-soc-8160",
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      3
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    "rationale": "Ordering parts and supplies is routine purchasing that ordering systems already largely handle.",
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    "rationale": "Routine emails and reports to contractors and regulators can be drafted automatically, but difficult conversations still need a person handling them.",
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    "rationale": "Recording hours worked is straightforward data entry that time-and-attendance software already does end to end.",
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    "rationale": "Building schedules that hit operational targets is a well-defined planning task software does quickly.",
    "promptVersion": "task_scoring_v1.0",
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      0,
      1
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    "confidence": "high",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1255",
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  },
  {
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      52,
      66
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      3
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1255",
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  },
  {
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      36,
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1255",
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  },
  {
    "taskId": "uk-1255-T-07761",
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      9,
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    "d": [
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      0,
      3,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Working with councils and community groups depends on trust built up face to face over time.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1255",
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  },
  {
    "taskId": "uk-1255-T-08192",
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      2,
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    "d": [
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      0,
      3,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Starting an arts group depends on recruiting real people and building a group feeling in a place.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:05:04.766Z",
    "keyingScheme": "text-only",
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  {
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    "d": [
      3,
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Travel, call times and arrangements for performers are scheduling tasks software handles, with someone on hand for problems.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1255",
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  },
  {
    "taskId": "uk-1255-T-14430",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Transport and catering arrangements are bookings and schedules, which software plans and tracks well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3557",
    "occupationId": null
  },
  {
    "taskId": "uk-1255-T-16279",
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      0,
      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Programming events means judging what an audience will come to and booking acts through personal contacts.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1255",
    "occupationId": null
  },
  {
    "taskId": "uk-1255-T-20719",
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      5,
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      0,
      3,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Training someone in a job role means showing them at the machine and watching them try.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1121",
    "occupationId": null
  },
  {
    "taskId": "uk-1255-T-21687",
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      2,
      0,
      0,
      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "AI drafts a decent funding application, but persuading funders usually depends on relationships and a specific case.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1255",
    "occupationId": null
  },
  {
    "taskId": "uk-1255-T-01118",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Arts law is documented, but applying it to a real dispute usually needs a qualified person taking responsibility.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1255",
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  },
  {
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      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Agreeing exhibition arrangements with other galleries is a negotiation between people who know each other.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:40:33.629Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1255",
    "occupationId": null
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  {
    "taskId": "uk-1255-T-06412",
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      89,
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      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Building prospect lists from public and internal sources is exactly the kind of research software does at high volume.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1255",
    "occupationId": null
  },
  {
    "taskId": "uk-1255-T-07068",
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    "d": [
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      3,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Directing staff day to day depends on the manager's standing with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3556",
    "occupationId": null
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  {
    "taskId": "uk-1255-T-07859",
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    "range": [
      43,
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      2,
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      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Legal and regulatory requirements are published, so software can check work against them; acting on gaps stays with the manager.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1255",
    "occupationId": null
  },
  {
    "taskId": "uk-1255-T-08585",
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      89,
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      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Adding and updating contacts in a database is routine record-keeping software already does automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:40:33.629Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1255",
    "occupationId": null
  },
  {
    "taskId": "uk-1255-T-11944",
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      71,
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    "d": [
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Office and information systems are documented and largely run themselves once set up properly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
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  {
    "taskId": "uk-1255-T-12643",
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      41,
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      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Booking venues, props and kit is mostly searching, comparing and confirming, with occasional visits to check things.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:40:33.629Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1255",
    "occupationId": null
  },
  {
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      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Budget planning and tracking is spreadsheet work AI handles well, though the priorities behind it are decided locally.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:40:33.629Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1255",
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    "taskId": "uk-1255-T-18233",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Standard complaint replies draft easily, but an unhappy visitor usually wants a person to put it right.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1255",
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      0,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Training shop staff is mostly done alongside them, though written and online material covers the basics.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7132",
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reputation material can be drafted automatically, but goodwill itself is built by people talking to people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1111",
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  {
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Winning support from company officials depends on relationships.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3556",
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    "rationale": "Office and venue problems, including access, usually need someone on site to see and fix them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1255",
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      0,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "AI drafts plans well, but senior strategy depends on knowing the organisation and carrying colleagues with you.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:40:33.629Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1255",
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  {
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Judging whether a building is safe means being in it, so software can only prepare the checklist and record the result.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
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  {
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      0,
      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Keeping up with industry news is reading and summarising, which software does quickly and well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3574",
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  {
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    "d": [
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      0,
      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Ticket sales run through booking platforms that already handle pricing, allocation and payment automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:40:33.629Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1255",
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  {
    "taskId": "uk-1255-T-14758",
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    "band": "very high",
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      77,
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      4,
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Bookkeeping and management accounts are the clearest example of documented, repeatable desk work software already does to a high standard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1255",
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  {
    "taskId": "uk-1255-T-16420",
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      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "General administrative support for managers is document and scheduling work AI does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1131",
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  },
  {
    "taskId": "uk-1255-T-19094",
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      19,
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    "d": [
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      1,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Sifting applications is quick for software, but choosing who to employ is a judgement a person answers for.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:40:33.629Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1255",
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  {
    "taskId": "uk-1255-T-04314",
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    "d": [
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Counting stock on shelves is done by walking the shop with a scanner.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7111",
    "occupationId": null
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  {
    "taskId": "uk-1255-T-08503",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reorder levels can be calculated, but looking over the merchandise means being there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3556",
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  {
    "taskId": "uk-1255-T-13481",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Some service quality shows up in data, but much of it is seen by walking the floor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7132",
    "occupationId": null
  },
  {
    "taskId": "uk-1255-T-15232",
    "score": 33,
    "band": "low",
    "range": [
      26,
      40
    ],
    "d": [
      2,
      1,
      1,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Security plans follow published good practice, but the decisive judgements come from walking the venue and knowing the crowd.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1255",
    "occupationId": null
  },
  {
    "taskId": "uk-1255-T-17925",
    "score": 64,
    "band": "high",
    "range": [
      60,
      68
    ],
    "d": [
      3,
      0,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Pulling performance data into a clear report for the business is standard document work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2482",
    "occupationId": null
  },
  {
    "taskId": "uk-1255-T-20053",
    "score": 56,
    "band": "partial",
    "range": [
      49,
      63
    ],
    "d": [
      3,
      1,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Stock counts and till reconciliation follow fixed steps software does well; the supervising manager mainly checks the figures and intervenes.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1255",
    "occupationId": null
  },
  {
    "taskId": "uk-1255-T-08063",
    "score": 42,
    "band": "partial",
    "range": [
      35,
      49
    ],
    "d": [
      3,
      1,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Risk assessments follow documented templates AI drafts well, though a responsible person signs off a production's safety.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:40:33.629Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1255",
    "occupationId": null
  },
  {
    "taskId": "uk-1255-T-12662",
    "score": 9,
    "band": "minimal",
    "range": [
      5,
      13
    ],
    "d": [
      1,
      2,
      0,
      3,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Leading a production team happens on set, day by day, through people who trust the person running things.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:40:33.629Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1255",
    "occupationId": null
  },
  {
    "taskId": "uk-1255-T-17027",
    "score": 75,
    "band": "high",
    "range": [
      68,
      82
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Working through a script for detail is reading and summarising, which AI does thoroughly and quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:40:33.629Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1255",
    "occupationId": null
  },
  {
    "taskId": "uk-1255-T-02081",
    "score": 56,
    "band": "partial",
    "range": [
      49,
      63
    ],
    "d": [
      3,
      0,
      1,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Visa applications follow published rules and standard forms, which AI can prepare accurately for checking.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:40:33.629Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1255",
    "occupationId": null
  },
  {
    "taskId": "uk-1255-T-05114",
    "score": 81,
    "band": "very high",
    "range": [
      77,
      85
    ],
    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Production budgets and cost reports are structured spreadsheet work that accounting software already automates.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:40:33.629Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1255",
    "occupationId": null
  },
  {
    "taskId": "uk-1255-T-07972",
    "score": 38,
    "band": "low",
    "range": [
      31,
      45
    ],
    "d": [
      2,
      1,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Production standards are written down, but keeping a live production compliant means someone on the floor noticing and acting.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1255",
    "occupationId": null
  },
  {
    "taskId": "uk-1255-T-08084",
    "score": 37,
    "band": "low",
    "range": [
      30,
      44
    ],
    "d": [
      2,
      1,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Delivering content on time means chasing many moving parts, much of it needing someone physically across the production.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:40:33.629Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1255",
    "occupationId": null
  },
  {
    "taskId": "uk-1255-T-09509",
    "score": 26,
    "band": "low",
    "range": [
      19,
      33
    ],
    "d": [
      2,
      1,
      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Finding the right crew and facilities within budget depends on knowing who is good and who is available.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:40:33.629Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1255",
    "occupationId": null
  },
  {
    "taskId": "uk-1255-T-12543",
    "score": 30,
    "band": "low",
    "range": [
      23,
      37
    ],
    "d": [
      2,
      1,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Workflow tools cover the tracking, but keeping a production moving through its stages relies on people solving problems.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:40:33.629Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1255",
    "occupationId": null
  },
  {
    "taskId": "uk-1255-T-13131",
    "score": 15,
    "band": "minimal",
    "range": [
      8,
      22
    ],
    "d": [
      1,
      2,
      1,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Safety rules are written down, but enforcing them on a production means being present and challenging unsafe practice.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1255",
    "occupationId": null
  },
  {
    "taskId": "uk-1255-T-14522",
    "score": 48,
    "band": "partial",
    "range": [
      41,
      55
    ],
    "d": [
      3,
      1,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking production against the brief is documented work, but overseeing it usually means being close to the job.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3412",
    "occupationId": null
  },
  {
    "taskId": "uk-1255-T-16967",
    "score": 75,
    "band": "high",
    "range": [
      68,
      82
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Reading widely and pulling out story ideas is exactly the kind of research AI moves through quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:40:33.629Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1255",
    "occupationId": null
  },
  {
    "taskId": "uk-1255-T-18295",
    "score": 11,
    "band": "minimal",
    "range": [
      7,
      15
    ],
    "d": [
      1,
      2,
      0,
      2,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Filming problems get solved on set, in the moment, by whoever is standing there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:40:33.629Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1255",
    "occupationId": null
  },
  {
    "taskId": "uk-1255-T-19430",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Setting up a production office means physically putting the space and supplies together.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:40:33.629Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1255",
    "occupationId": null
  },
  {
    "taskId": "uk-1255-T-01600",
    "score": 58,
    "band": "partial",
    "range": [
      51,
      65
    ],
    "d": [
      2,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "AI produces a reasonable script report, but deciding whether a script is worth making is a taste judgement.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:40:33.629Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1255",
    "occupationId": null
  },
  {
    "taskId": "uk-1255-T-05000",
    "score": 11,
    "band": "minimal",
    "range": [
      7,
      15
    ],
    "d": [
      1,
      2,
      0,
      2,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Coordinating sound, lighting and props happens in the venue with the departments doing the work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:40:33.629Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1255",
    "occupationId": null
  },
  {
    "taskId": "uk-1255-T-08057",
    "score": 37,
    "band": "low",
    "range": [
      30,
      44
    ],
    "d": [
      2,
      1,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Tracking delivery against time and budget is systems work, but bringing a production in relies on people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:40:33.629Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1255",
    "occupationId": null
  },
  {
    "taskId": "uk-1255-T-09415",
    "score": 23,
    "band": "low",
    "range": [
      16,
      30
    ],
    "d": [
      2,
      1,
      1,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Hiring creative people rests on judgement about how they will work together, formed through meeting them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:40:33.629Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1255",
    "occupationId": null
  },
  {
    "taskId": "uk-1255-T-12134",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping the work area clean and safe is physical work in the kitchen.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5434",
    "occupationId": null
  },
  {
    "taskId": "uk-1255-T-12665",
    "score": 64,
    "band": "high",
    "range": [
      57,
      71
    ],
    "d": [
      3,
      0,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Tracking a budget and moving resources between lines is spreadsheet work software does quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
    "occupationId": null
  },
  {
    "taskId": "uk-1255-T-14404",
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    "band": "low",
    "range": [
      14,
      28
    ],
    "d": [
      2,
      2,
      0,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Organising runners to use studio time well means knowing what is happening on the floor as it happens.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:40:33.629Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1255",
    "occupationId": null
  },
  {
    "taskId": "uk-1255-T-16566",
    "score": 10,
    "band": "minimal",
    "range": [
      6,
      14
    ],
    "d": [
      1,
      1,
      0,
      3,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Advice a director will actually act on comes from a trusted colleague who knows them and the project.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:40:33.629Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1255",
    "occupationId": null
  },
  {
    "taskId": "uk-1255-T-18303",
    "score": 24,
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    "range": [
      17,
      31
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    "d": [
      2,
      2,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Technical faults in production are usually diagnosed and fixed by someone with hands on the equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:40:33.629Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1255",
    "occupationId": null
  },
  {
    "taskId": "uk-1255-T-18948",
    "score": 31,
    "band": "low",
    "range": [
      24,
      38
    ],
    "d": [
      2,
      0,
      1,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Securing rights means finding who holds them and negotiating, which turns on contacts and a specific deal.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:40:33.629Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1255",
    "occupationId": null
  },
  {
    "taskId": "uk-1255-T-21642",
    "score": 14,
    "band": "minimal",
    "range": [
      2,
      26
    ],
    "d": [
      1,
      2,
      0,
      1,
      2
    ],
    "confidence": "low",
    "unstable": false,
    "rationale": "Working independently to meet production requirements describes how someone works rather than an output a tool produces.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:40:33.629Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1255",
    "occupationId": null
  },
  {
    "taskId": "uk-1255-T-01338",
    "score": 56,
    "band": "partial",
    "range": [
      49,
      63
    ],
    "d": [
      3,
      0,
      1,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Work permit applications follow published rules and standard forms that AI can prepare accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:40:33.629Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1255",
    "occupationId": null
  },
  {
    "taskId": "uk-1255-T-05123",
    "score": 64,
    "band": "high",
    "range": [
      57,
      71
    ],
    "d": [
      3,
      0,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Production paperwork is drafted well by software, though it is built alongside the crew and keeps changing with the shoot.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1255",
    "occupationId": null
  },
  {
    "taskId": "uk-1255-T-09409",
    "score": 23,
    "band": "low",
    "range": [
      16,
      30
    ],
    "d": [
      2,
      1,
      1,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Crewing a shoot depends on knowing who is reliable and available, which is knowledge held by people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:40:33.629Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1255",
    "occupationId": null
  },
  {
    "taskId": "uk-1255-T-12461",
    "score": 81,
    "band": "very high",
    "range": [
      77,
      85
    ],
    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Account management and expense claims run on documented rules and system data, which software handles at least as well as usual.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1255",
    "occupationId": null
  },
  {
    "taskId": "uk-1255-T-14281",
    "score": 79,
    "band": "high",
    "range": [
      75,
      83
    ],
    "d": [
      4,
      0,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Booking accommodation for a cast and crew is search-and-book admin that travel software already automates.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:40:33.629Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1255",
    "occupationId": null
  },
  {
    "taskId": "uk-1255-T-16899",
    "score": 79,
    "band": "high",
    "range": [
      72,
      86
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    "rationale": "A publishing proposal is a written case AI drafts well, though the market judgement behind it comes from experience.",
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      4
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  },
  {
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    "rationale": "Task scheduling is easy to automate, but keeping a mixed freelance and in-house team working takes a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "rationale": "Keeping records accurate is routine screen work software does reliably.",
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    "modelId": "claude-opus-5",
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    "rationale": "Marketing copy and campaign planning for books is writing AI produces quickly to a usable standard.",
    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text-only",
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    "unstable": false,
    "rationale": "Matching stories to reporters uses information the newsroom already holds, so software can propose a sensible allocation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      3
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    "rationale": "Marketing meetings are where colleagues thrash out plans together, whatever papers were prepared beforehand.",
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    "keyingScheme": "text-only",
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    "rationale": "Tracking typesetting and print against deadlines and budgets is documented scheduling work, though presses still need people.",
    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text-only",
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    "rationale": "Good working relationships with publishers are personal, built up over repeated dealings between the same people.",
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    "keyingScheme": "text-only",
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    "rationale": "Publishing policy is set from documented practice, but it reflects the house's own judgement and its people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1255",
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    "rationale": "Detecting and correcting text errors is highly automated work with vast reference material behind it.",
    "promptVersion": "task_scoring_v1.0",
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  },
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    "rationale": "Quality checks against standards can be automated, though supervising a production team means working with people.",
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    "rationale": "Attending meetings overseas to meet new people is about being in the room with them.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Working out and obtaining clearances follows documented rules and standard correspondence AI prepares well.",
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    "keyingScheme": "text-only",
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    "unstable": false,
    "rationale": "Rights clearance is documented correspondence and searching, so software drafts the requests; agreeing terms still involves people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "rationale": "Deciding how much space copy and pictures take is layout work that software plans competently.",
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    "modelId": "claude-opus-5",
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      2
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3
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    "rationale": "Making copy easier to read is a well-defined editing job that software does thoroughly.",
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    "modelId": "claude-opus-5",
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    "rationale": "Setting departmental targets from organisational goals is structured planning that AI drafts sensibly.",
    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text-only",
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      3
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    "rationale": "A short introductory letter to a new contact is exactly the kind of writing AI produces ready to send.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Schedule tracking is automated, but keeping a live radio production to time depends on people in the studio.",
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    "rationale": "Scripts, bulletins and links follow tight formats AI writes well, though editorial judgement stays with the team.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3
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    "rationale": "Meeting deadlines is about chasing and organising people, though tools track and flag progress well.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Line-managing academic staff depends on knowing colleagues and holding difficult conversations.",
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    "rationale": "Editing tools increasingly do the tidying automatically, though final judgement on broadcast quality stays with a person.",
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    "modelId": "claude-opus-5",
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    "rationale": "Cueing performers during a show is live direction given in the room as it happens.",
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    "keyingScheme": "text-only",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Programme ideas can be generated in bulk, but picking one a station could actually make takes editorial judgement.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3
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    "modelId": "claude-opus-5",
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    "rationale": "Managing a budget against actual spend is standard finance system work.",
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      3
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    "rationale": "Preparing broadcast copy is formatted writing to a house style, which AI produces to a usable standard.",
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  {
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    "rationale": "Pre-production briefings pull together known information into a set format, which AI assembles quickly.",
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    "modelId": "claude-opus-5",
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  {
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    "rationale": "Writing programme promotions is short, formulaic copy that AI produces to broadcast standard.",
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    "rationale": "AI generates plenty of workable story ideas, though which ones suit the audience is decided by the team.",
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    "rationale": "Research is quick, but a commission is won by a person pitching to someone who trusts them.",
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    "rationale": "Copyright clearance follows documented rules and standard correspondence, so much of it can be prepared automatically.",
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    "rationale": "Media law is well documented, but applying it to a specific piece of content carries responsibility a person holds.",
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    "rationale": "Adding audio files to an archive with the right details is structured filing that software handles.",
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    "rationale": "Directing a news team means being there while a bulletin is put together and reacting as it changes.",
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    "rationale": "Operating recording and playback equipment is hands-on work at the machine.",
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    "rationale": "Music scheduling software already picks tracks by audience and station, though the station's sound is set by people.",
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    "rationale": "Finding, checking and preparing user content is search and verification work AI increasingly does well.",
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    "rationale": "Converting files between formats is something software has done automatically for years.",
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    "confidence": "high",
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    "rationale": "Directing the setup of remote facilities means being on location while the kit goes in.",
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  {
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    "confidence": "medium",
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    "rationale": "Adverts, screening and scheduling can be automated, though interviews stay a human conversation.",
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    "scoredAt": "2026-08-04T19:30:00.000Z",
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    "rationale": "Reports to senior managers are assembled from data already held, so software drafts them for the manager to check and send.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
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    "taskId": "uk-1255-T-08327",
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Judging talent is a professional instinct built from seeing many performers, and it is rarely written down.",
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  {
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    "keyingScheme": "text+occupation",
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      2
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  {
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    "rationale": "Negotiating pay confidently is a live exchange between people.",
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  },
  {
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      2
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    "rationale": "Screen tests need people in a room performing and being watched, though the scheduling around them is admin.",
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  {
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    "rationale": "Career strategy for a performer depends on a trusted adviser who knows them and the people who hire.",
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    "rationale": "Correspondence drafts easily, but negotiating on a client's behalf turns on relationships with the people opposite.",
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  {
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    "rationale": "Matching a performer to a role is a judgement made by people who know both the client and the production.",
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  {
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    "confidence": "high",
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    "rationale": "Helping someone build career skills works through a trusting relationship built over several conversations.",
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  {
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    "keyingScheme": "text-only",
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  {
    "taskId": "uk-1255-T-09424",
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    "rationale": "Auditions happen in a room with performers present, being watched and directed.",
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    "modelId": "claude-opus-5",
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  {
    "taskId": "uk-1255-T-18950",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Booking travel and hotels for clients is search-and-book admin that travel systems already automate.",
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    "modelId": "claude-opus-5",
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  {
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      4
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    "rationale": "Industry trends and deal news are widely reported, so pulling them together is fast work for AI.",
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    "modelId": "claude-opus-5",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "AI drafts a solid business plan, but shaping a client's plan works through conversations about what they want.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "uk-1255-T-02322",
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    "confidence": "high",
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    "rationale": "A useful contact network exists because particular people know and trust each other.",
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  {
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    "confidence": "high",
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    "rationale": "Notifying agents about auditions is standard messaging from a contact list that software sends automatically.",
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  {
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    "rationale": "Meeting performers to see what they can do relies on being in the room with them.",
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  {
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    "rationale": "Presenting a showcase means standing in front of an audience with the performers.",
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    "rationale": "Searching for people with particular talents is partly database work, but assessing them involves meeting them.",
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    "rationale": "Tracking a client's credits and progress is record-keeping, though spotting the right opportunity takes industry knowledge.",
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    "modelId": "claude-opus-5",
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  {
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      3
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    "confidence": "high",
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    "rationale": "Talent files listing specialities, credits and availability are structured records software keeps up to date.",
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    "modelId": "claude-opus-5",
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    "rationale": "Software can sort and tag voice recordings, but choosing a voice for a part is a casting judgement.",
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    "rationale": "Finding a slot and sending invitations is routine scheduling work software handles well.",
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    "rationale": "Going to productions to see who is performing well means being in the audience.",
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    "rationale": "An industry contact network is personal, built up through meeting the same people repeatedly.",
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    "rationale": "The explanation itself drafts easily, but clients want the person who acted for them to talk it through.",
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    "rationale": "Finding extras and background performers is largely database searching and messaging that software handles.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Periodic client statements are generated from transaction records, which accounting software already produces.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      3
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    "confidence": "high",
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    "rationale": "Reading a script to count and categorise the performers needed is structured extraction AI does accurately.",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "The interview is a live conversation where the client's confidence in the firm is formed, so a person is needed.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Checking that a venue, its equipment and accommodation match the spec means going and looking.",
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  {
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      3
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    "rationale": "Reading long scripts, manuscripts and contracts and pulling out what matters is a core strength of AI tools.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "unstable": false,
    "rationale": "Getting costume, lighting and sound working together happens between the departments as the show is built.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "rationale": "Scheduling rehearsals and performances around people and spaces is a planning puzzle software solves well.",
    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text-only",
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    "rationale": "Keeping a live programme to schedule means being present and reacting as things run over.",
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    "keyingScheme": "text+occupation",
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    "rationale": "Writing up an appraisal from notes about someone’s performance is exactly the kind of drafting software does well.",
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    "keyingScheme": "text-only",
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    "confidence": "high",
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    "rationale": "Putting a sign on a broken machine means physically walking over and attaching it.",
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    "rationale": "Counting stock on shelves is done by walking the shop with a scanner.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7111",
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    "rationale": "Directing staff day to day depends on the manager's standing with them.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3556",
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    "rationale": "Software can write the procedure, but getting a team to actually follow it takes a manager.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Recording hours and building rotas is largely handled by scheduling software already.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7132",
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  {
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    "rationale": "Spotting cheating depends on watching people closely in the room and noticing things that are hard to describe.",
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    "confidence": "high",
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    "rationale": "Budget preparation from known figures is routine numerical work.",
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    "confidence": "medium",
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    "rationale": "Recommending promotions or dismissals uses records software can summarise, but the judgement about a person stays with the manager.",
    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text+occupation",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Turning sales records into a finance report is straightforward work software already automates.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Authorising a payout is a rules-based check software can prepare, but the shop's gambling licence puts the decision on the manager.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
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    "confidence": "high",
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    "rationale": "Assembling the document pack for a transaction is organised collation software handles well.",
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    "modelId": "claude-opus-5",
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    "rationale": "Winning support from company officials depends on relationships.",
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    "rationale": "Forecasting demand from past sales is a task computers already do better than most people.",
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    "rationale": "Tracking requisitions is record-keeping that purchasing systems already do.",
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    "modelId": "claude-opus-5",
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    "rationale": "Moving croupiers between tables as demand shifts means being on the floor seeing what is happening.",
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    "rationale": "Plans draft easily, but coordinating a live campaign means working with several teams.",
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    "rationale": "Comparing advert wording against what is actually offered is a documentary check software does well against the gambling advertising rules.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "confidence": "high",
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    "rationale": "Handing over notes and coins means counting cash by hand at the counter.",
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    "modelId": "claude-opus-5",
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    "unstable": false,
    "rationale": "Pulling stock figures into a report is exactly what till and stock systems already do automatically.",
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    "rationale": "Game and betting rules are published and easy to explain, though customers usually ask a person on the floor.",
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    "rationale": "Some service quality shows up in data, but much of it is seen by walking the floor.",
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    "confidence": "medium",
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    "rationale": "Logging machine faults for maintenance is routine record-keeping that software can capture and file automatically.",
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    "modelId": "claude-opus-5",
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    "confidence": "medium",
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    "rationale": "Credit limits follow written rules and account history, so software can set them subject to the manager's approval.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
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    "rationale": "Slotting breaks around coverage needs is a scheduling calculation software handles well.",
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    "modelId": "claude-opus-5",
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    "rationale": "New staff training happens in the shop with the equipment, though the material behind it is easy to produce.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Credit policy is a rules-and-numbers document software can draft, within the limits the licence holder is accountable for.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Hiring depends on judging people in an interview, though software can screen applications and draft the questions.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "range": [
      68,
      82
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Scheduling work to keep a shop flowing is planning and optimisation, which software is strong at.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5223",
    "occupationId": null
  },
  {
    "taskId": "uk-1256-T-01636",
    "score": 25,
    "band": "low",
    "range": [
      18,
      32
    ],
    "d": [
      3,
      2,
      1,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Judging whether new staff are competent means watching them work, but the written assessment is easy to produce.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1256",
    "occupationId": null
  },
  {
    "taskId": "uk-1256-T-01387",
    "score": 11,
    "band": "minimal",
    "range": [
      4,
      18
    ],
    "d": [
      2,
      3,
      1,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Arranging gaming stations means physically moving furniture and equipment, even if the layout is planned first.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1256",
    "occupationId": null
  },
  {
    "taskId": "uk-1256-T-17235",
    "score": 69,
    "band": "high",
    "range": [
      65,
      73
    ],
    "d": [
      4,
      1,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Recording takings and fares is routine entry from figures the till already produces, so software handles it easily.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1256",
    "occupationId": null
  },
  {
    "taskId": "uk-1256-T-18861",
    "score": 75,
    "band": "high",
    "range": [
      71,
      79
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Building a rota from availability and cover rules is scheduling maths that software already handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:41:42.725Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1224",
    "occupationId": null
  },
  {
    "taskId": "uk-1256-T-03033",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning and maintaining machines is hands-on work in the shop.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-1256-T-06129",
    "score": 75,
    "band": "high",
    "range": [
      68,
      82
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "How many tables to open is a forecast from past footfall, which software can calculate from the takings data.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1256",
    "occupationId": null
  },
  {
    "taskId": "uk-1256-T-08616",
    "score": 42,
    "band": "partial",
    "range": [
      35,
      49
    ],
    "d": [
      3,
      1,
      1,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Machine functions and payouts are published information, so answers are easy to generate, but questions come at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1256",
    "occupationId": null
  },
  {
    "taskId": "uk-1256-T-11843",
    "score": 83,
    "band": "very high",
    "range": [
      76,
      90
    ],
    "d": [
      3,
      0,
      0,
      0,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Game strategy is thoroughly documented, so this knowledge is something software already holds in full.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1256",
    "occupationId": null
  },
  {
    "taskId": "uk-1256-T-13294",
    "score": 5,
    "band": "minimal",
    "range": [
      0,
      12
    ],
    "d": [
      1,
      3,
      2,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Watching gaming tables needs someone present, and the gambling licence puts that supervision on a person holding the right permission.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1256",
    "occupationId": null
  },
  {
    "taskId": "uk-1256-T-17936",
    "score": 42,
    "band": "partial",
    "range": [
      35,
      49
    ],
    "d": [
      3,
      1,
      1,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Writing up an incident for supervisors is routine reporting, though the details come from what happened in the room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-1256-T-20111",
    "score": 5,
    "band": "minimal",
    "range": [
      0,
      12
    ],
    "d": [
      1,
      3,
      1,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Supervising staff on the shop floor means being present, and it works through relationships with the particular people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1256",
    "occupationId": null
  },
  {
    "taskId": "uk-1256-T-09211",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      3,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "A welcome only works if a real person is there to give it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9265",
    "occupationId": null
  },
  {
    "taskId": "uk-1256-T-11844",
    "score": 56,
    "band": "partial",
    "range": [
      49,
      63
    ],
    "d": [
      3,
      1,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Knowing the games offered at a site is documented information software can hold, though the shop’s own set-up varies.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1256",
    "occupationId": null
  },
  {
    "taskId": "uk-1256-T-13374",
    "score": 3,
    "band": "minimal",
    "range": [
      0,
      10
    ],
    "d": [
      1,
      3,
      2,
      3,
      1
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Noticing that someone’s gambling is getting out of hand, and approaching them well, depends on being there and being trusted.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-1256-T-17984",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      2,
      2,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Dealing with hazards and with underage, drunk or disruptive customers means physically being there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1256",
    "occupationId": null
  },
  {
    "taskId": "uk-1256-T-20740",
    "score": 6,
    "band": "minimal",
    "range": [
      2,
      10
    ],
    "d": [
      1,
      3,
      0,
      2,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Teaching someone a practical job means showing them at the bench or machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
    "occupationId": null
  },
  {
    "taskId": "uk-1256-T-10904",
    "score": 26,
    "band": "low",
    "range": [
      19,
      33
    ],
    "d": [
      2,
      1,
      1,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Hiring rests on judging people face to face, though software can shortlist candidates and prepare the interview.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1256",
    "occupationId": null
  },
  {
    "taskId": "uk-1256-T-13444",
    "score": 13,
    "band": "minimal",
    "range": [
      6,
      20
    ],
    "d": [
      2,
      3,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Watching cash levels at tables means being on the floor, though the totals themselves are simple to track.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1256",
    "occupationId": null
  },
  {
    "taskId": "uk-1256-T-18249",
    "score": 34,
    "band": "low",
    "range": [
      27,
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    ],
    "d": [
      3,
      1,
      1,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Payout disputes can be checked against transaction records automatically, but the customer still wants someone to explain it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1256",
    "occupationId": null
  },
  {
    "taskId": "uk-1256-T-03818",
    "score": 93,
    "band": "very high",
    "range": [
      89,
      97
    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Routine operational paperwork is standard form-filling drawn from records the business already holds, which software completes quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3552",
    "occupationId": null
  },
  {
    "taskId": "uk-1256-T-13250",
    "score": 59,
    "band": "partial",
    "range": [
      52,
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    ],
    "d": [
      4,
      0,
      2,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Tracking credit extended to players is account monitoring software does continuously, with the licence holder accountable for limits.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:51:00.242Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-1256-T-14598",
    "score": 56,
    "band": "partial",
    "range": [
      49,
      63
    ],
    "d": [
      3,
      0,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Rewards based on play and stake are rule-based calculations software can apply, within the rules the operator must follow.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1256",
    "occupationId": null
  },
  {
    "taskId": "uk-1256-T-18615",
    "score": 88,
    "band": "very high",
    "range": [
      84,
      92
    ],
    "d": [
      4,
      0,
      1,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking expenses, budgets and account reports for accuracy is arithmetic and cross-checking that software does faster than people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1256",
    "occupationId": null
  },
  {
    "taskId": "uk-1257-T-01433",
    "score": 42,
    "band": "partial",
    "range": [
      35,
      49
    ],
    "d": [
      3,
      1,
      1,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Scheduling deliveries around vehicle type, access and safety rules is planning work software does well from the depot's own data.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1257",
    "occupationId": null
  },
  {
    "taskId": "uk-1257-T-02207",
    "score": 75,
    "band": "high",
    "range": [
      68,
      82
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Approving a payment or return is a rules-based check on system data that software can carry out.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1257",
    "occupationId": null
  },
  {
    "taskId": "uk-1257-T-03782",
    "score": 93,
    "band": "very high",
    "range": [
      89,
      97
    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Hire contracts are standard documents completed from booking data, so software produces them at least as well as usual.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1257",
    "occupationId": null
  },
  {
    "taskId": "uk-1257-T-04724",
    "score": 64,
    "band": "high",
    "range": [
      60,
      68
    ],
    "d": [
      3,
      0,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Passing on delivery locations, timings and restrictions is routine coordination that systems already do well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7129",
    "occupationId": null
  },
  {
    "taskId": "uk-1257-T-06854",
    "score": 35,
    "band": "low",
    "range": [
      28,
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    ],
    "d": [
      2,
      0,
      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Winning support from company officials depends on relationships.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3556",
    "occupationId": null
  },
  {
    "taskId": "uk-1257-T-07068",
    "score": 18,
    "band": "minimal",
    "range": [
      11,
      25
    ],
    "d": [
      1,
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      0,
      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Directing staff day to day depends on the manager's standing with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3556",
    "occupationId": null
  },
  {
    "taskId": "uk-1257-T-09853",
    "score": 35,
    "band": "low",
    "range": [
      28,
      42
    ],
    "d": [
      2,
      0,
      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Goals can be drafted automatically, but agreeing them with senior colleagues is a discussion between people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
    "occupationId": null
  },
  {
    "taskId": "uk-1257-T-09854",
    "score": 37,
    "band": "low",
    "range": [
      30,
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    "d": [
      2,
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      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can write the procedure, but getting a team to actually follow it takes a manager.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7132",
    "occupationId": null
  },
  {
    "taskId": "uk-1257-T-13131",
    "score": 15,
    "band": "minimal",
    "range": [
      8,
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    ],
    "d": [
      1,
      2,
      1,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Safety rules are written down, but enforcing them across a depot and its equipment means being there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-1257",
    "occupationId": null
  },
  {
    "taskId": "uk-1257-T-15516",
    "score": 75,
    "band": "high",
    "range": [
      71,
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    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Budget preparation from known figures is routine numerical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Buying land is a negotiated transaction with legal steps and counterparties that only people can complete.",
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    "rationale": "Promotional copy is easy to produce, though physical displays are put up in the building.",
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    "rationale": "Newsletters can be drafted automatically, but storytelling sessions are performed for children in the room.",
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    "rationale": "Library policies and procedures follow well-known models and are straightforward documents to draft.",
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    "rationale": "Tracking down a specific piece of information is exactly what search tools are designed to do.",
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    "rationale": "Showing staff how to use projectors and cameras means demonstrating the equipment in person.",
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    "rationale": "Allocating staff against changing demand is scheduling from known availability, which planning tools do well.",
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    "rationale": "Hiring and dismissal decisions are delivered in person and carry personal accountability, so software helps only with the paperwork.",
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    "rationale": "Sourcing and screening candidates can be automated, but placing someone rests on interviews and client trust.",
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    "rationale": "Tackling substance misuse at work involves sensitive conversations with individual staff.",
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    "rationale": "Reading financial reports and drawing conclusions from them is analysis software performs well.",
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    "rationale": "Cartographic conventions are thoroughly published, so sensible element choices come out well.",
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    "rationale": "Rewriting the same material for different audiences is exactly what these tools are good at.",
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    "rationale": "Forecasting political effects depends on judgement and private context, so software offers a starting draft rather than an answer.",
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      3
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      2,
      2,
      2,
      2
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  {
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      2,
      1,
      2,
      3
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  {
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      3
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      0,
      2,
      3
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  {
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      3
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      2,
      3
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  {
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      3,
      2,
      2
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  {
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      3
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    "rationale": "Taking part in a research project means running sessions and collecting measurements, with software helping on the analysis.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  },
  {
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      0,
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      3
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    "rationale": "Prevention material is easy to produce, but sessions land better when delivered by someone the group knows.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2119",
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  },
  {
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      21
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      2,
      1,
      3,
      3
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    "keyingScheme": "text-only",
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  },
  {
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      2
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    "rationale": "Persuading an athlete or coach to change an ingrained habit depends on a relationship they already trust.",
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    "keyingScheme": "text+occupation",
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  {
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      2,
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      3
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2119",
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  },
  {
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      3
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      1,
      3
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  },
  {
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      2,
      1,
      3
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    "rationale": "Diagnosis draws on documented patterns, but the physical examination and the responsibility stay with a practitioner.",
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  },
  {
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      3
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  {
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      1
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      2
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  {
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    "rationale": "Choosing equipment can be guided by data, but fitting it happens on the athlete.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Exercise programmes for health conditions are well documented, though a clinician normally signs off the plan.",
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    "rationale": "Medicines information is well published, though advice about a specific athlete taking something belongs with a pharmacist or doctor.",
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    "rationale": "Leading a stretching session means being in front of the group doing it.",
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    "rationale": "Referral letters are easy to draft, but the decision follows from having seen the athlete, and a clinician takes it from there.",
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    "rationale": "Equipment guidance is documented, but showing someone how to use kit properly happens alongside them.",
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    "rationale": "Travelling with a team and being there is the task itself.",
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    "rationale": "Emergency procedures follow published guidance and can be drafted into a clear plan quickly.",
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    "rationale": "Reviewing what the research says about exercise and disease is literature work software does very well.",
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    "confidence": "high",
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    "rationale": "Writing up care records is structured documentation software produces accurately.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
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    "rationale": "Applying a splint means physically fitting it to the injured limb.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Massage is hands on the body.",
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    "modelId": "claude-opus-5",
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    "rationale": "Going to hospital with an injured athlete means physically being with them.",
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    "modelId": "claude-opus-5",
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    "rationale": "Spotting hazards on a pitch depends on walking it and looking.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "promptVersion": "task_scoring_v1.0",
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    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Taking and testing a water sample is hands-on, though arranging and recording the testing is straightforward desk work.",
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    "rationale": "Historic maps, records and borehole data are digital documents, and pulling patterns out of them suits software well.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Seismic data processing is well established computing work, with an experienced specialist checking what the patterns actually mean underground.",
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    "rationale": "Analysing waste and pollution from a process uses documented methods and company data, which software handles well.",
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    "keyingScheme": "text-only",
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    "rationale": "Describing what comes out of a borehole means examining it at the rig, although the record itself is entered digitally.",
    "promptVersion": "task_scoring_v1.0",
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    "confidence": "medium",
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    "rationale": "Historic landfill and environmental records are published databases, so searching them is quick desk work with a visit to confirm.",
    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2121",
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    "confidence": "high",
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    "rationale": "The client relationship is the work, and customers deal with a person.",
    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text-only",
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    "rationale": "Clean-up methods are documented, but each incident is different and the plan must be signed off by an accountable engineer.",
    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text-only",
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    "rationale": "Risk registers and value studies are structured documents software can maintain, though the judgements behind them come from project experience.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3
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    "confidence": "medium",
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    "rationale": "The statement can be drafted by software, but facing a public meeting and answering objections has to be done by a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "confidence": "high",
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    "rationale": "Studying traffic patterns is analysis of counted and modelled data.",
    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2129",
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    "confidence": "low",
    "unstable": false,
    "rationale": "This covers hands-on railway engineering across the network, where much of the skill is practical and learned on the job.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Resource surveys involve going out to the ground with equipment, with the interpretation done afterwards at a desk.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Managing ventilation and site safety means being on site to judge the actual conditions.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:28:52Z",
    "keyingScheme": "text+occupation",
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      1
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    "unstable": false,
    "rationale": "Adapting tools means working with the actual equipment, and much of the knowledge sits with people who use it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "confidence": "high",
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    "rationale": "Supervising underground operations requires being present and legally responsible for the people working there.",
    "promptVersion": "task_scoring_v1.0",
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    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Supervising a team depends on trust and judgement built with those people.",
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    "modelId": "claude-opus-5",
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    "rationale": "Mining rules are published, but advising a specific site on safety and permissions carries responsibility a qualified person must hold.",
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    "modelId": "claude-opus-5",
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    "rationale": "Gas checks need instruments at the location, though fixed monitoring and telemetry now do much of the measuring.",
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    "keyingScheme": "text+occupation",
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    "rationale": "Writing software is one of the strongest areas for current tools, with abundant examples and documentation to draw on.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Standard spoil-management options are documented, but the practical answer depends on the space and ground at that site.",
    "promptVersion": "task_scoring_v1.0",
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    "unstable": false,
    "rationale": "Equipment safety must be checked on the machine by a person the law requires to be appointed and qualified.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "unstable": false,
    "rationale": "Software can summarise records, but judging and discussing someone's performance rests on a working relationship with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-2121",
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    "rationale": "Drawing out what a client actually needs happens in conversation with them.",
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    "modelId": "claude-opus-5",
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    "rationale": "Mine design and viability modelling run on specialist software, so much of the work is already computer-based.",
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    "modelId": "claude-opus-5",
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    "modelId": "claude-opus-5",
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3
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    "unstable": false,
    "rationale": "Mine planning software does much of the sequencing, but the plan's safety must be owned by a qualified mining engineer.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text+occupation",
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Repair advice needs someone to see the defect and take responsibility for saying the structure is safe.",
    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text-only",
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    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Working with architects on safe and attractive designs depends on live give and take between professionals.",
    "promptVersion": "task_scoring_v1.0",
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    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Judging whether a building might fall down means inspecting it in person, with a qualified engineer answerable for the verdict.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Cross-checking drawings against specifications for clashes and errors is exactly the sort of careful comparison software does tirelessly.",
    "promptVersion": "task_scoring_v1.0",
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Site comparison uses published planning, ground and transport data, so software can rank options for an engineer to visit.",
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    "rationale": "Weighing options and writing a clear recommendation is document work software does well, with the engineer taking the final call.",
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    "rationale": "Equipment options are documented, so drafting a selection and activity plan can largely be automated.",
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    "rationale": "All these sources are digital records, and finding patterns across them is a strong use of current software.",
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    "rationale": "Ordering and scheduling deliveries is systems work, but material problems get sorted at the gate.",
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    "rationale": "Resource planning runs on schedules and cost data already in project systems, which software can optimise quickly.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Spotting waste and cost savings in process data is analytical work software does well, with the engineer testing practicality.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Keeping asset records complete and up to date is structured data work that software already does automatically.",
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    "rationale": "Security procedures must be carried out by people in the right places, even though the procedures themselves are written down.",
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    "rationale": "Operating data is logged digitally and easy to analyse, though understanding a works properly usually needs a visit.",
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    "rationale": "Regulatory samples must be taken at the right place by an accredited person, though the results are handled digitally.",
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    "rationale": "Technical analysis can be automated, but advising public bodies involves trusted specialists explaining and defending their reasoning.",
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    "rationale": "Guidance and monitoring plans can be drafted automatically, but helping a community actually run one depends on working with people.",
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    "rationale": "Taking and testing wastewater samples needs someone at the works with the equipment; only the reporting is desk work.",
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    "rationale": "Consumption data is digital and forecasting methods are well documented, making this close to a standard data analysis job.",
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    "rationale": "Cost-benefit appraisal for flood schemes follows published government methods, so software can carry out calculations and write them up.",
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    "rationale": "Records analysis is quick by software, but compliance investigations involve site visits and findings a responsible officer must support.",
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    "rationale": "Sludge plant design is one-off engineering that a licensed engineer has to produce.",
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    "keyingScheme": "text+occupation",
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    "rationale": "Running a machine to check it works properly is done standing at the machine.",
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    "modelId": "claude-opus-5",
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    "modelId": "claude-opus-5",
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    "rationale": "Equipment specifications are drafted from manufacturer data and performance targets.",
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    "rationale": "Maintaining winches, cranes and deck machinery is hands-on work on the ship.",
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    "keyingScheme": "text-only",
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    "rationale": "Model basin testing means being at the tank while the prototype is run.",
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    "confidence": "high",
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    "rationale": "Pre-flight safety checks are done by a licensed pilot walking round the aircraft.",
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    "modelId": "claude-opus-5",
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    "rationale": "A build programme can be drafted, but shipbuilding plans depend on yard knowledge and supplier realities.",
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      3
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    "keyingScheme": "text-only",
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    "rationale": "Design software is increasingly automated, and routine drawing and simulation tasks are well within reach.",
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      3
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    "confidence": "medium",
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    "rationale": "Asset data analysis is strong ground for software; the inspections behind it are not.",
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    "rationale": "Supervising a project team is done through daily contact with the people doing the work.",
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      3
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    "confidence": "high",
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    "rationale": "Gathering and analysing network and demand data is exactly what analysis software is for.",
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    "rationale": "Combustor design is specialist work with sparse public detail, needing experienced engineers even with strong analysis tools.",
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    "modelId": "claude-opus-5",
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      1
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    "modelId": "claude-opus-5",
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    "rationale": "Notes and options can be prepared, but the discussion itself is between people around a table.",
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    "keyingScheme": "text-only",
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      3
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    "rationale": "Improvements can be designed on paper, but domestic electrical work must be certified by a competent person.",
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    "rationale": "The material is easy to prepare, though clients want an engineer in the room to answer questions.",
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    "rationale": "Recommending changes from prototype results is analysis software supports, though interpreting a physical prototype needs engineering experience.",
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    "rationale": "Repairing electrical parts inside machines is hands-on work with tools.",
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    "rationale": "Working well in a mixed team depends on the relationships between the people in it.",
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    "rationale": "Pulling project data together into one place is routine information handling.",
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    "rationale": "Tracking delivery against time and budget is systems work, but bringing a production in relies on people.",
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    "confidence": "high",
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    "rationale": "Inspecting cables and equipment means being there and looking at them.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Installing and removing transmission cable is heavy outdoor work.",
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    "rationale": "Field performance data is captured automatically and analysing it for design lessons is software's strength.",
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      2,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Monitoring systems can flag a fault, but tracking it down usually means being at the equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2124",
    "occupationId": null
  },
  {
    "taskId": "uk-2124-T-07592",
    "score": 58,
    "band": "partial",
    "range": [
      51,
      65
    ],
    "d": [
      2,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Editing tools are getting good at assembling content, though the final judgement about what works stays human.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2124",
    "occupationId": null
  },
  {
    "taskId": "uk-2124-T-07593",
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    "band": "minimal",
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      7,
      21
    ],
    "d": [
      1,
      2,
      0,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Cutting a programme live as it goes out depends on split-second calls in the gallery.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2124",
    "occupationId": null
  },
  {
    "taskId": "uk-2124-T-10319",
    "score": 8,
    "band": "minimal",
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      4,
      12
    ],
    "d": [
      1,
      3,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Inspecting machinery to find a fault means being at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5223",
    "occupationId": null
  },
  {
    "taskId": "uk-2124-T-11685",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Maintaining and repairing broadcast equipment is hands-on engineering work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:05:04.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3417",
    "occupationId": null
  },
  {
    "taskId": "uk-2124-T-16938",
    "score": 21,
    "band": "low",
    "range": [
      14,
      28
    ],
    "d": [
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      2,
      0,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Finding a workaround fast when kit fails needs someone on site who knows the setup.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2124",
    "occupationId": null
  },
  {
    "taskId": "uk-2124-T-17781",
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      4,
      12
    ],
    "d": [
      1,
      3,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Repairing broadcast equipment means putting hands on it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2124",
    "occupationId": null
  },
  {
    "taskId": "uk-2124-T-00106",
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      2,
      26
    ],
    "d": [
      1,
      2,
      0,
      1,
      2
    ],
    "confidence": "low",
    "unstable": false,
    "rationale": "Adjusting to changes as a production runs is about reading the room and reacting on the spot.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2124",
    "occupationId": null
  },
  {
    "taskId": "uk-2124-T-02244",
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    "band": "minimal",
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      11,
      25
    ],
    "d": [
      2,
      2,
      1,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Safety guidance is easy to write, but promoting safe habits depends on someone visible on the floor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2124",
    "occupationId": null
  },
  {
    "taskId": "uk-2124-T-05764",
    "score": 29,
    "band": "low",
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      22,
      36
    ],
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      2,
      2,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "The circuit design can be drafted on a screen, but installing it is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2124",
    "occupationId": null
  },
  {
    "taskId": "uk-2124-T-07581",
    "score": 58,
    "band": "partial",
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      51,
      65
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    "d": [
      2,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can assemble a rough cut, but a broadcast-standard edit still needs an editor's judgement throughout.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:27:23.895Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-2124-T-08304",
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    "band": "partial",
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      36,
      50
    ],
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      2,
      1,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can measure levels and faults, but judging whether the sound is right needs trained ears.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:05:04.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3417",
    "occupationId": null
  },
  {
    "taskId": "uk-2124-T-10470",
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      6,
      14
    ],
    "d": [
      1,
      3,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Installing and testing new equipment means being on site with tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2124",
    "occupationId": null
  },
  {
    "taskId": "uk-2124-T-10499",
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      4,
      12
    ],
    "d": [
      1,
      3,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Putting broadcast systems into a building is physical installation work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2124",
    "occupationId": null
  },
  {
    "taskId": "uk-2124-T-11718",
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      4,
      12
    ],
    "d": [
      1,
      3,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Looking after test equipment means physically checking and calibrating it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2124",
    "occupationId": null
  },
  {
    "taskId": "uk-2124-T-11719",
    "score": 43,
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      36,
      50
    ],
    "d": [
      2,
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      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Much computer and network upkeep can be done remotely, though some jobs still need a visit.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2124",
    "occupationId": null
  },
  {
    "taskId": "uk-2124-T-12094",
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    "range": [
      4,
      12
    ],
    "d": [
      1,
      3,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping production and transmission equipment working means hands-on maintenance.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2124",
    "occupationId": null
  },
  {
    "taskId": "uk-2124-T-13418",
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      41,
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      3,
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      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Automatic monitoring already checks levels and whether output is airing, and the calls to colleagues are brief and routine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2124",
    "occupationId": null
  },
  {
    "taskId": "uk-2124-T-15295",
    "score": 69,
    "band": "high",
    "range": [
      65,
      73
    ],
    "d": [
      4,
      1,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Playout and recording already run from automation systems with very little human input.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2124",
    "occupationId": null
  },
  {
    "taskId": "uk-2124-T-17352",
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      4
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    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Recording sound for broadcast means microphones and equipment operated where the sound is.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:05:04.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3417",
    "occupationId": null
  },
  {
    "taskId": "uk-2124-T-19244",
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Servicing machinery is hands-on work with tools at the equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:28:52Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2124",
    "occupationId": null
  },
  {
    "taskId": "uk-2124-T-19351",
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      2
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    "confidence": "high",
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    "rationale": "Setting up links at an outside broadcast means being on location with the kit.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2124",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Setting up studio equipment means handling it in the room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:05:04.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3417",
    "occupationId": null
  },
  {
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      3
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    "rationale": "Drafting production assets and content ideas is screen work that generative tools now do quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2124",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Adjusting an aerial position means physically climbing to it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2124",
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  {
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Designing hardware needs real engineering judgement, and software can help with parts of it only.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2124",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Installing hardware in a room is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2124",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Playout systems already produce as-run logs automatically, making this the easiest part of the job to hand over.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2124",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Modifying equipment means working on the equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5223",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Booking studio time and organising sessions is diary work that scheduling software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2124",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reading logs and turning them into a schedule is straightforward data work for software.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2124",
    "occupationId": null
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  {
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Picture levels can be adjusted automatically, but the console sits in the gallery and someone watches the output.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2124",
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    "taskId": "uk-2124-T-17592",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Riding the faders during a recording session means being at the console as it happens.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:31:26.786Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2129",
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  {
    "taskId": "uk-2124-T-18165",
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    "band": "very high",
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Researching new equipment and techniques is reading and summarising, which software does quickly and well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2124",
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  {
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    "rationale": "Judging what a site's transmission facilities can support means going out and examining them.",
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    "rationale": "Creating accounts and handling passwords is rule-based admin that identity systems already automate.",
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    "rationale": "Producing floor plans and site configurations in drawing software is well documented work that tools now do largely automatically.",
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    "rationale": "Logging a customer IT problem is structured note-taking that ticket systems capture automatically.",
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    "modelId": "claude-opus-5",
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    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text-only",
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  },
  {
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    "promptVersion": "task_scoring_v1.0",
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  },
  {
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    "promptVersion": "task_scoring_v1.0",
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  {
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:28:52Z",
    "keyingScheme": "text+occupation",
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text-only",
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    "modelId": "claude-opus-5",
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    "scoredAt": "2026-08-05T09:28:52Z",
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Getting waste into the right container and the paperwork done is partly physical handling, with the record-keeping easily automated.",
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    "rationale": "Directing a team building equipment happens on site, watching the work and correcting it as it goes.",
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    "promptVersion": "task_scoring_v1.0",
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    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Following safety and environmental practice is about what you do in the workplace, not a document software can produce.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting devices onto a network installation is hands-on work, even though the configuration is documented.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredAt": "2026-08-04T16:45:00.000Z",
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      3
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    "confidence": "medium",
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Leading surface treatment operations means being in the plant with the tanks, ovens and people running them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2125",
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  {
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Tracking industry trends is reading and summarising published material, which software does quickly and well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2125",
    "occupationId": null
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  {
    "taskId": "uk-2125-T-19403",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Maintenance schedules come from equipment manuals and usage data, so software can build a sensible plan for an engineer to approve.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2125",
    "occupationId": null
  },
  {
    "taskId": "uk-2125-T-01129",
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Applying coatings to meet a specification is hands-on work with materials and equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
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  {
    "taskId": "uk-2125-T-03280",
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      3
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    "unstable": false,
    "rationale": "Budget management is numbers work software handles, but agreeing them with finance colleagues needs a working relationship.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:28:52Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2125",
    "occupationId": null
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  {
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      2
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    "confidence": "medium",
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    "rationale": "Designing and validating a combined asset and service package relies on specialist engineering judgement rather than documented method.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2125",
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  {
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Designing jigs, dies and fixtures needs hands-on knowledge of how the part behaves in the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5223",
    "occupationId": null
  },
  {
    "taskId": "uk-2125-T-08065",
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    "d": [
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      0,
      0,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Heat treatment improvement mixes paperwork software can draft with checks that must happen at the furnace.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2125",
    "occupationId": null
  },
  {
    "taskId": "uk-2125-T-09500",
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Reviewing how a process works and suggesting improvements is analysis of information already recorded.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
    "occupationId": null
  },
  {
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Proving coatings through the product lifecycle needs physical verification on real parts, not just documentation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2125",
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  },
  {
    "taskId": "uk-2125-T-11337",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Running coating operations end to end means being on the line with the equipment and the team.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2125",
    "occupationId": null
  },
  {
    "taskId": "uk-2125-T-11856",
    "score": 88,
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      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping cost records and accounts is highly routine number work that software already does at least as well as people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2125",
    "occupationId": null
  },
  {
    "taskId": "uk-2125-T-14561",
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    "d": [
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    "confidence": "high",
    "unstable": false,
    "rationale": "Adjusting machinery is done with hands on the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2122",
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  {
    "taskId": "uk-2125-T-20472",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Preparing a tender is structured document work using known requirements and supplier information, which software drafts strongly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2125",
    "occupationId": null
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  {
    "taskId": "uk-2125-T-07085",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Directing junior engineers is about judgement, feedback and confidence built in person, which software cannot supply.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:28:52Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2125",
    "occupationId": null
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  {
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      3
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    "confidence": "medium",
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    "rationale": "Software can prepare the options and evidence, but persuading managers to change how a system runs happens in conversation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2125",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Comparing equipment on quality and price is research and analysis software does well, though someone usually inspects before buying.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2125",
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  {
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      2
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    "confidence": "medium",
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    "rationale": "Cost analysis is straightforward for software, though the savings that matter depend on this product's details.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
    "occupationId": null
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Welding integration needs qualified welding coordinators and physical verification of joints, so software can only support the paperwork.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2125",
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  {
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      2
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    "confidence": "medium",
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    "rationale": "Translating design intent between architects and technicians needs live back-and-forth, though the technical notes themselves can be drafted digitally.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:28:52Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2125",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Allocating materials, machines and people is a scheduling calculation software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping machinery in order means hands and eyes on the equipment itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
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  {
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Testing mechanical equipment means running it and watching what it does.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5223",
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Demonstrating equipment to buyers means having the machine and the people in the same room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2125",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can prepare the explanation, but talking a failure through with factory managers and non-technical staff needs a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2125",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Demand forecasting uses historical figures and documented techniques, which software applies quickly and accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2125",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Working out what equipment is needed and finding suppliers is research and comparison that software does quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2125",
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    "confidence": "medium",
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    "rationale": "Keeping operations and laboratory teams aligned is coordination between people, though software can prepare the specifications and summaries.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2125",
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    "rationale": "Keeping close to research staff is about relationships and informal knowledge sharing rather than producing a document.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2125",
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Adjusting production schedules against lead times is a planning calculation software does quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
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  {
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    "rationale": "Software can narrow down likely causes from production data, but sorting the problem out happens at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2125",
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  {
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Purchase discussions with vendors and colleagues happen live and depend on the relationship.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:44.620Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2161",
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  {
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    "rationale": "New preservation techniques are original microbiology work proven in the laboratory.",
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    "rationale": "Running and connecting wiring between controls and plant is manual electrical work.",
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    "rationale": "Contract terms can be drafted, but negotiation depends on the relationship with the other side.",
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    "modelId": "claude-opus-5",
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    "modelId": "claude-opus-5",
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    "rationale": "Security protocols follow published standards software can draft and maintain.",
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    "rationale": "Licence checking is a straightforward comparison of records, with someone answerable for compliance.",
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    "rationale": "Installing systems involves hands on hardware, even though monitoring afterwards is automated.",
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      3
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    "modelId": "claude-opus-5",
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  {
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      3
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    "unstable": false,
    "rationale": "Anti-virus software largely manages and reports on itself.",
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    "modelId": "claude-opus-5",
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    "rationale": "Print services fail in physical ways that need someone at the machine.",
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    "modelId": "claude-opus-5",
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  {
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    "rationale": "Software testing is heavily automated already, with people deciding what the results mean.",
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    "modelId": "claude-opus-5",
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    "rationale": "Test coordination is scheduling, but getting users and third parties to take part takes chasing.",
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    "rationale": "Writing automated test scripts is one of the things code-generating software does most reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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    "modelId": "claude-opus-5",
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    "rationale": "Spotting where a programme misbehaves is pattern-matching software does well against logs and output.",
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    "rationale": "Building and maintaining a defect database is routine record-keeping software handles.",
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    "modelId": "claude-opus-5",
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  {
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    "rationale": "Test plans follow standard structures software can produce from the requirements.",
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    "modelId": "claude-opus-5",
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    "rationale": "Comparing a programme against written standards is exactly the sort of checking software does.",
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    "rationale": "Reading logs and code to find the source of a fault is well within what software now does.",
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    "rationale": "Running the organisation's test tools and reporting bugs is largely automated work.",
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    "rationale": "Reading documentation to spot risks is close reading that software does quickly.",
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    "rationale": "Updating test scripts to match changes is exactly what code-generating tools are good at.",
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    "rationale": "Visiting a beta testing site means physically being there.",
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    "rationale": "Diagnosis can be guided by software, though field staff and customers explain problems best in conversation.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2132",
    "occupationId": null
  },
  {
    "taskId": "uk-2132-T-12253",
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      59,
      73
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      1,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Comparing practice against written rules and suggesting changes is analysis software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2132",
    "occupationId": null
  },
  {
    "taskId": "uk-2132-T-13852",
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    "band": "high",
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      57,
      71
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      0,
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Written observations on design and schedules are easy to produce from project information.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2132",
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  },
  {
    "taskId": "uk-2132-T-17179",
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      79,
      87
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    "d": [
      3,
      0,
      0,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Comparing bug-tracking tools relies on public product information software knows well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2132",
    "occupationId": null
  },
  {
    "taskId": "uk-2132-T-19815",
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      68,
      82
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    "d": [
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      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Pulling and reshaping data to answer questions about a system suits software, though deciding what to examine needs judgement.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-2132-T-21098",
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      68,
      82
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      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Improving existing interfaces is coding work software now does to a usable standard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2132",
    "occupationId": null
  },
  {
    "taskId": "uk-2132-T-00089",
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      36,
      50
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Porting software to new hardware needs testing on the actual equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2132",
    "occupationId": null
  },
  {
    "taskId": "uk-2132-T-17748",
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      68,
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      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Repairing and adapting existing code is something software now does well with review.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2132",
    "occupationId": null
  },
  {
    "taskId": "uk-2132-T-18356",
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      75,
      83
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      0,
      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Answering research enquiries from documented sources is well suited to software.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2132",
    "occupationId": null
  },
  {
    "taskId": "uk-2132-T-00255",
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      68,
      82
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      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Resizing capacity is increasingly a configuration change driven by usage data.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-2132-T-04430",
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      22,
      36
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    "d": [
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      2,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Access points have to be physically placed and powered, even though settings are configured in software.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2132",
    "occupationId": null
  },
  {
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      33,
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    "d": [
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      0,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Coordinating across network teams depends on agreement between the people responsible.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2132",
    "occupationId": null
  },
  {
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      68,
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      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Working out what hardware and software a change needs is documented analysis software handles.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2132",
    "occupationId": null
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  {
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      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Conceptual network designs follow well-published patterns software can draft.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2132",
    "occupationId": null
  },
  {
    "taskId": "uk-2132-T-06615",
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      68,
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    "d": [
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      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Firewall rules and audit routines are documented practice software can produce.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2132",
    "occupationId": null
  },
  {
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      0,
      0,
      3
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    "confidence": "medium",
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    "rationale": "Installation procedures are written documents software can draft from product manuals.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2132",
    "occupationId": null
  },
  {
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      0,
      0,
      3
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    "confidence": "medium",
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    "rationale": "Checking a design against stated requirements is structured comparison software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
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  {
    "taskId": "uk-2132-T-09973",
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    "d": [
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      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Fixing network faults often means working on equipment in the building.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2132",
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  },
  {
    "taskId": "uk-2132-T-19985",
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      3,
      2
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    "rationale": "Supervising a design team runs on trust and daily contact with the people doing the work.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:15:00.000Z",
    "keyingScheme": "text-only",
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  {
    "taskId": "uk-2132-T-04078",
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Integration testing is partly automated, but network kit has to be connected and tried.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2132",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Equipment installation is physical work, though the scheduling around it can be automated.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3
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    "rationale": "Configurations can be designed on screen, but prototypes are assembled and tried in the real world.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2132",
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Disaster recovery plans follow published templates software can draft closely.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Replacement plans and budgets are built from asset records software can work through.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Availability and capacity reporting procedures are documented routines software can set out.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
    "keyingScheme": "text-only",
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cost estimates are calculations from known rates and quantities.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2132",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software installation is increasingly automated, though network expansion involves work on site.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2132",
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  {
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Backups largely run themselves, but network maintenance still involves the equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Project administration can be automated; keeping a network project moving depends on people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
    "keyingScheme": "text-only",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Checking and maintaining equipment means physically working on it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:13:44.082Z",
    "keyingScheme": "text-only",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Network specifications are technical documents software can draft in detail.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2132",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Schedules and budgets are assembled from project data, which software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2132",
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  {
    "taskId": "uk-2132-T-17118",
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      76,
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    "d": [
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      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Recommending security scanning tools draws on abundant published information.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2132",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Genuinely new technology comes from experiment and invention, not from summarising what already exists.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2132",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Design software already optimises network layouts, with the engineer setting the constraints.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3
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      4
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      3
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    "rationale": "Risk assessment paperwork drafts easily, but a named data protection person must be involved before it is relied on.",
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      3
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    "modelId": "claude-opus-5",
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    "rationale": "Watching who opens which files is exactly the kind of monitoring already handled by automated tools.",
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    "rationale": "Access protection plans follow documented patterns and can be drafted from the organisation’s own setup.",
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    "rationale": "The guidance itself is easy to write, but getting colleagues to change their habits needs persuasion.",
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    "rationale": "Taking part in training events is about being present and building your own skills.",
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    "rationale": "Software can prepare the briefing, but sharing sensitive knowledge between organisations rests on relationships and discretion.",
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    "rationale": "A security case is a reasoned written argument against published law and standards, which software drafts well.",
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      63,
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      1,
      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Upgrade recommendations rest on published product information software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2132",
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  {
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    "modelId": "claude-opus-5",
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  {
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      3,
      2
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    "rationale": "Sorting out disputes with managers and suppliers turns on relationships and give-and-take.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2132",
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  {
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    "rationale": "Getting cooperation out of other people depends on standing and goodwill.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2132",
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  {
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2132",
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  {
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    "rationale": "Specifications can be drafted, though pinning them down means talking to the technicians.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2132",
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  {
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      3
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    "unstable": false,
    "rationale": "Needs are written up easily; drawing them out of users takes back-and-forth conversation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2132",
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  {
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    "unstable": false,
    "rationale": "Tools help, but getting into protected data often needs the device in hand and expert persistence.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "rationale": "An expert must personally sign and defend their opinion in the witness box, so software cannot take that role.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2135",
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  {
    "taskId": "uk-2135-T-00911",
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    "confidence": "medium",
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    "rationale": "Sifting log files for signs of an intruder is data analysis software does quickly and thoroughly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "rationale": "Giving evidence in court is something only the named expert can do, in person and under oath.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Evidence has to be seized and imaged from physical devices in a way an accountable examiner can defend later.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Recovery tools do much of it, but damaged media often has to be handled physically by a specialist.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Getting data off physically damaged devices means working on the hardware itself in a lab.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Software can state the rules, but handling evidence lawfully is done by a trained, accountable person.",
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    "modelId": "claude-opus-5",
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    "rationale": "Software can suggest approaches, but genuinely new forensic methods come from experienced examiners testing them.",
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    "rationale": "Linking communications across datasets is exactly the kind of pattern work software does well.",
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    "rationale": "Careful handling of sensitive or distressing material is a duty carried by a trained, accountable person.",
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    "rationale": "Keeping current means reading a large, well-published literature, which software summarises efficiently.",
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    "confidence": "medium",
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    "rationale": "The laws and policies are published in full, so tracking and summarising them suits software well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Software prepares the material, but handing findings to the police is done by an accountable person.",
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    "rationale": "Recording forensic steps is structured writing software drafts well, though the examiner must stand behind the account.",
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    "rationale": "Physically securing a device so nobody can interfere with it needs someone there to do it.",
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    "rationale": "Identifying places and people from image detail is analysis work software is now strong at.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Writing up findings is work software does well, though the examiner must stand behind the evidential report.",
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    "rationale": "Software can structure the analysis, but the decisive material is often private and needs experienced interpretation.",
    "promptVersion": "task_scoring_v1.0",
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  },
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      72,
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      0,
      1,
      3
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    "modelId": "claude-opus-5",
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  {
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      3
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  },
  {
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      2
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  },
  {
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      2,
      2,
      2
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      1,
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      2
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  },
  {
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      2
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  },
  {
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      1,
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      2
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2135",
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  },
  {
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      3
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  },
  {
    "taskId": "uk-2135-T-09726",
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      76,
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      0,
      0,
      4
    ],
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    "rationale": "Choosing from a well-documented set of tools is a look-up and comparison job software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2135",
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  },
  {
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      49,
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      3
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    "rationale": "Software updates are largely automatable, but the hardware side still needs hands on the kit.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2135",
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  },
  {
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      3
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    "unstable": false,
    "rationale": "Configuration hardening is well documented and automatable, though physical kit still needs someone to secure it.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2135",
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  },
  {
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      2,
      1,
      1
    ],
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    "rationale": "Being vetted is about you as a person, so nothing here can be done by software.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2135",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Collecting evidence means being at the scene and handling it in person.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "uk-2135-T-12075",
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      3
    ],
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    "rationale": "Tracking certificates and renewal dates is straightforward record-keeping that software handles very well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      2
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      4
    ],
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    "rationale": "Choosing a data collection method follows well-published research practice, which software advises on confidently.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2135",
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  {
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    "unstable": false,
    "rationale": "Advice on fixing security weaknesses is widely published, so software produces good recommendations for most situations.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
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  {
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      4
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    "rationale": "Building documented security protocols into code is well-covered ground where software is already strong.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "rationale": "Spotting unusual patterns in traffic data is exactly the kind of analysis software excels at.",
    "promptVersion": "task_scoring_v1.0",
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    "confidence": "medium",
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    "rationale": "Remote testing happens entirely over the network using well-documented, increasingly automated techniques.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2135",
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  {
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      4
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    "rationale": "Test scripts and methods are heavily published, so software produces most of them, with a specialist setting scope.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-2135",
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    "rationale": "Change management is about carrying people with you, which tools support with materials rather than perform.",
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    "rationale": "Generating test cases and scripts from written criteria is one of software's strongest capabilities.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "The slides are easy to produce; convincing management still depends on a person in the room.",
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    "rationale": "This knowledge is extensively published, so software can explain and apply the terminology accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Software can reason it through, but the answer depends on knowing how your own organisation actually works.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Configuration is well documented and automatable, but deploying physical kit means someone racking and cabling it.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Much of this analysis is tool-driven, though an accountable examiner directs it and stands behind the findings.",
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    "rationale": "Pulling together evidence from several systems to find a network fault is something software does quickly.",
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    "rationale": "Backups largely run themselves, but network maintenance still involves the equipment.",
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    "rationale": "Creating user accounts is a repeatable, fully documented process that software already handles start to finish.",
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    "rationale": "Change management is about carrying people with you, which tools support with materials rather than perform.",
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    "rationale": "Communicating well with people at all levels depends on relationships and reading the room.",
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    "rationale": "Training material is easy to produce, but running a session for users is done by a person.",
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    "rationale": "Access rules based on job roles are written down, so applying them is largely a screen-based, repeatable job.",
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    "rationale": "Cloud migration steps are thoroughly documented, but moving real systems still needs careful engineering work.",
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    "rationale": "Remote troubleshooting advice suits software well, though engineers on site want a colleague on the line.",
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    "rationale": "Most connectivity questions follow known patterns that a good support system can answer.",
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    "rationale": "Scheduling upgrades is planning and coordination work software can draft for the team to agree.",
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      3
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    "modelId": "claude-opus-5",
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    "rationale": "Backups have been run on a schedule by software for years; the person just confirms they worked.",
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    "rationale": "Repairing and adapting existing code is something software now does well with review.",
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    "rationale": "Planning equipment layout is desk analysis tools do well, though the room itself has to be seen.",
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    "rationale": "Mail and antivirus systems largely look after themselves, with a person handling the awkward exceptions.",
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    "rationale": "A solid written recommendation is easy to produce, but clients buy independence from someone they trust.",
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    "rationale": "Process analysis and recommendations are well supported by these tools, though client conversations shape them.",
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    "rationale": "Communicating well with people at all levels depends on relationships and reading the room.",
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    "rationale": "Installing a network means running cables and fitting equipment on site.",
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    "rationale": "Taking part in training events is about being present and building your own skills.",
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    "rationale": "Writing maintainable code to a specification and coding standards is exactly what these tools do well.",
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    "rationale": "Ordering materials and services runs through purchasing systems that already handle most of the work.",
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    "rationale": "Web and server errors are documented publicly in enormous detail, so tracing a cause from logs works well.",
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    "rationale": "Writing and editing web page code is extremely well documented and generates reliably.",
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    "confidence": "high",
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    "rationale": "Reading visitor statistics and turning them into a summary is standard reporting that tools already do.",
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    "rationale": "Options can be laid out clearly, but picking one happens in a meeting where people commit to it.",
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    "rationale": "Watching real people struggle with a real interface needs those people, and someone with them.",
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    "rationale": "Test plans and scripts for a website are well-trodden ground that generates to a usable standard.",
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    "rationale": "Many faults can be diagnosed and fixed through software, though some need hands on the kit.",
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    "rationale": "Firewall rules and encryption setup are documented and scriptable, with a person checking nothing important is blocked.",
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    "rationale": "Publishing and updating content is largely tool-driven, but editorial choices about what goes live stay human.",
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    "occupationId": null
  },
  {
    "taskId": "uk-2142-T-05132",
    "score": 58,
    "band": "partial",
    "range": [
      51,
      65
    ],
    "d": [
      2,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Game and immersive assets can be generated as starting points, but they need real rework to fit the engine and art style.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2142",
    "occupationId": null
  },
  {
    "taskId": "uk-2142-T-05868",
    "score": 65,
    "band": "high",
    "range": [
      58,
      72
    ],
    "d": [
      2,
      0,
      0,
      0,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Generators produce usable graphics and short animations quickly, though matching a house style and layout still needs a designer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2142",
    "occupationId": null
  },
  {
    "taskId": "uk-2142-T-07471",
    "score": 58,
    "band": "partial",
    "range": [
      51,
      65
    ],
    "d": [
      2,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can produce the artwork, but this task specifies drawing by hand, which means pencil, paper and a person's own line.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2142",
    "occupationId": null
  },
  {
    "taskId": "uk-2142-T-21292",
    "score": 75,
    "band": "high",
    "range": [
      68,
      82
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Simulating how objects move and collide is a standard software calculation, set up once and then run automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2142",
    "occupationId": null
  },
  {
    "taskId": "uk-2142-T-00756",
    "score": 58,
    "band": "partial",
    "range": [
      51,
      65
    ],
    "d": [
      2,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Storyboards can be drafted from a script automatically, but the shot choices that make a sequence read well still need a human eye.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2142",
    "occupationId": null
  },
  {
    "taskId": "uk-2142-T-01200",
    "score": 58,
    "band": "partial",
    "range": [
      51,
      65
    ],
    "d": [
      2,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Lighting and texturing have strong automatic helpers, though the final look is judged by eye and adjusted by the artist.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2142",
    "occupationId": null
  },
  {
    "taskId": "uk-2142-T-04719",
    "score": 29,
    "band": "low",
    "range": [
      22,
      36
    ],
    "d": [
      2,
      2,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Turning a real object into a digital model starts with physically scanning it, so someone has to handle the object and the kit.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2142",
    "occupationId": null
  },
  {
    "taskId": "uk-2142-T-06376",
    "score": 58,
    "band": "partial",
    "range": [
      51,
      65
    ],
    "d": [
      2,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "A client concept can be turned into draft animation quickly, but delivering the finished piece still involves substantial reworking.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2142",
    "occupationId": null
  },
  {
    "taskId": "uk-2142-T-06810",
    "score": 58,
    "band": "partial",
    "range": [
      51,
      65
    ],
    "d": [
      2,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Environment concepts come out well, but building sets that hold up across a whole story needs an artist to rebuild and refine them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2142",
    "occupationId": null
  },
  {
    "taskId": "uk-2142-T-07577",
    "score": 58,
    "band": "partial",
    "range": [
      51,
      65
    ],
    "d": [
      2,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Editing tools can suggest cuts, but deciding what makes a sequence flow is a judgement made by watching it back.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2142",
    "occupationId": null
  },
  {
    "taskId": "uk-2142-T-12740",
    "score": 83,
    "band": "very high",
    "range": [
      79,
      87
    ],
    "d": [
      3,
      0,
      0,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Turning a still picture into convincing movement is now a standard, widely available software feature.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2142",
    "occupationId": null
  },
  {
    "taskId": "uk-2142-T-15599",
    "score": 58,
    "band": "partial",
    "range": [
      51,
      65
    ],
    "d": [
      2,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Rough visualisations can be generated, though preparing usable storyboard drawings still needs an artist.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2134",
    "occupationId": null
  },
  {
    "taskId": "uk-2142-T-20475",
    "score": 58,
    "band": "partial",
    "range": [
      51,
      65
    ],
    "d": [
      2,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can flag continuity slips automatically, but confirming a sequence actually works still means a person watching it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2142",
    "occupationId": null
  },
  {
    "taskId": "uk-2142-T-21293",
    "score": 16,
    "band": "minimal",
    "range": [
      9,
      23
    ],
    "d": [
      1,
      2,
      0,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Motion capture starts with real performers in suits on a stage, so the recording step needs people in a room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2142",
    "occupationId": null
  },
  {
    "taskId": "uk-2142-T-01142",
    "score": 58,
    "band": "partial",
    "range": [
      51,
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    ],
    "d": [
      2,
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      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "The principles are well written up and can be applied to a draft, but the storytelling choices still come from the director.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2142",
    "occupationId": null
  },
  {
    "taskId": "uk-2142-T-06524",
    "score": 65,
    "band": "high",
    "range": [
      58,
      72
    ],
    "d": [
      2,
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      0,
      0,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Logo and illustration drafts come out fast, though turning one into clean, usable brand artwork still needs a designer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2142",
    "occupationId": null
  },
  {
    "taskId": "uk-2142-T-08293",
    "score": 58,
    "band": "partial",
    "range": [
      51,
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    ],
    "d": [
      2,
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      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking an animation against written feedback can be partly automated, but confirming it looks right means watching it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2142",
    "occupationId": null
  },
  {
    "taskId": "uk-2142-T-08337",
    "score": 58,
    "band": "partial",
    "range": [
      51,
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    ],
    "d": [
      2,
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      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Notes can be tracked and matched automatically, but judging whether a character now works is still done by eye.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2142",
    "occupationId": null
  },
  {
    "taskId": "uk-2142-T-14775",
    "score": 75,
    "band": "high",
    "range": [
      71,
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    "d": [
      3,
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      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Basic compositing and rendering follow set recipes, and studios already run these steps largely unattended.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2142",
    "occupationId": null
  },
  {
    "taskId": "uk-2142-T-18101",
    "score": 83,
    "band": "very high",
    "range": [
      79,
      87
    ],
    "d": [
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      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Finding references, tools and techniques is exactly the kind of research that software does quickly and thoroughly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2142",
    "occupationId": null
  },
  {
    "taskId": "uk-2142-T-21370",
    "score": 0,
    "band": "minimal",
    "range": [
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    ],
    "d": [
      1,
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      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Filming models with stop-motion technique means moving real objects in front of a real camera, shot by shot.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2142",
    "occupationId": null
  },
  {
    "taskId": "uk-2142-T-02084",
    "score": 33,
    "band": "low",
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    ],
    "d": [
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      2
    ],
    "confidence": "low",
    "unstable": false,
    "rationale": "This is about a person stepping into whichever role a small project needs, which is not something software takes on.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2142",
    "occupationId": null
  },
  {
    "taskId": "uk-2142-T-06391",
    "score": 83,
    "band": "very high",
    "range": [
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    "d": [
      3,
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      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Briefings, brochures and presentation decks are document work with plenty of examples, so drafts come out ready to tidy.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2142",
    "occupationId": null
  },
  {
    "taskId": "uk-2142-T-10030",
    "score": 40,
    "band": "partial",
    "range": [
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    "d": [
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      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can gather the latest techniques, but the point of the task is the person's own skill improving.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2142",
    "occupationId": null
  },
  {
    "taskId": "uk-2142-T-12608",
    "score": 49,
    "band": "partial",
    "range": [
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    "d": [
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Tracking storyboard progress can be automated, but keeping a team's work on course involves the people doing it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2142",
    "occupationId": null
  },
  {
    "taskId": "uk-2142-T-14933",
    "score": 58,
    "band": "partial",
    "range": [
      46,
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    "d": [
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      3
    ],
    "confidence": "low",
    "unstable": false,
    "rationale": "Speed and accuracy are software strengths, though what is actually being done under pressure is left unstated here.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2142",
    "occupationId": null
  },
  {
    "taskId": "uk-2142-T-21659",
    "score": 23,
    "band": "low",
    "range": [
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    ],
    "d": [
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      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Working well with colleagues, partners and suppliers depends on relationships built between people over time.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2142",
    "occupationId": null
  },
  {
    "taskId": "uk-2142-T-21931",
    "score": 56,
    "band": "partial",
    "range": [
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    "d": [
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      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Script drafts come out quickly, though the task also involves drawing by hand, which still needs the writer's pen.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2142",
    "occupationId": null
  },
  {
    "taskId": "uk-2142-T-03269",
    "score": 40,
    "band": "partial",
    "range": [
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      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Usability suggestions can be drafted, but improving a product with designers happens through back-and-forth between people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2142",
    "occupationId": null
  },
  {
    "taskId": "uk-2142-T-05253",
    "score": 29,
    "band": "low",
    "range": [
      22,
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    ],
    "d": [
      2,
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      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "The images are meant to be made on paper first, so this starts with a pen in someone's hand before anything is scanned.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2142",
    "occupationId": null
  },
  {
    "taskId": "uk-2142-T-05780",
    "score": 65,
    "band": "high",
    "range": [
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    ],
    "d": [
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      0,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Campaign concepts and assets can be generated fast, though hitting a real marketing objective takes human shaping.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2142",
    "occupationId": null
  },
  {
    "taskId": "uk-2142-T-07973",
    "score": 64,
    "band": "high",
    "range": [
      57,
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    "d": [
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      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Tracking progress against deadlines is what project software does, with a nudge from a person when something slips.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2142",
    "occupationId": null
  },
  {
    "taskId": "uk-2142-T-11359",
    "score": 58,
    "band": "partial",
    "range": [
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    ],
    "d": [
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      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "New tools can be explored and trialled with a lot of help, but the point is the person building working knowledge.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2142",
    "occupationId": null
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    "rationale": "Half-hourly meter data is structured and abundant, so trend analysis runs almost entirely in software.",
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    "rationale": "Site inspections require being on the site.",
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    "rationale": "Getting a community project moving depends on trust built face to face with the people involved.",
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    "rationale": "Heating and cooling efficiency options are thoroughly documented, so software can shortlist them for an engineer to check.",
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    "rationale": "Meter data helps, but walking a building to check its fabric and plant means being on site.",
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    "rationale": "Overseeing installation means being at the property while the work is fitted, which cannot be done from a screen.",
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    "keyingScheme": "text+occupation",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2152",
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  {
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    "keyingScheme": "text+occupation",
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    "keyingScheme": "text+occupation",
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  {
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    "rationale": "Winning people over and handling objections happens in the room, and depends on who is doing the asking.",
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    "modelId": "claude-opus-5",
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    "confidence": "medium",
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    "rationale": "Risk registers follow documented patterns, but spotting the risks that matter needs local knowledge of the project.",
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  {
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    "rationale": "Keeping records accurate is routine screen work software does reliably.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
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    "scoredUnderOccupationId": "uk-soc-4159",
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    "confidence": "medium",
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    "rationale": "Job specifications for insulation or heating work follow standard formats, though the property itself has to be looked at.",
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    "modelId": "claude-opus-5",
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    "rationale": "Raising a topic's profile locally depends on people showing up and being known, though the materials can be drafted.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "confidence": "medium",
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    "rationale": "Finding and tracking funding routes is document research and form-filling, which software handles well.",
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    "rationale": "Procurement relationships with suppliers run on ongoing personal contact and terms that are not publicly documented.",
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    "rationale": "Slides can be drafted by software, but presenting to councillors and the public means being in the meeting.",
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    "rationale": "Financial modelling in a documented software package is well within what current tools do from structured inputs.",
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    "confidence": "high",
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    "rationale": "The test involves fitting equipment to a building's door, so someone has to be there to do it.",
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    "modelId": "claude-opus-5",
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    "confidence": "medium",
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    "rationale": "Promotion can be drafted, but delivering community events means being there on the day.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T14:35:00.000Z",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Producing posts, blogs, flyers and newsletters is one of the things current software does best.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Safety issues are documented, but spotting them on a specific property means someone looking at the building.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "confidence": "high",
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    "rationale": "Testing that an appliance works after fitting means hands on the appliance in the property.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Adverts, leaflets and social posts are straightforward writing and design work software already produces well.",
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    "confidence": "high",
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    "rationale": "Checking income evidence against published eligibility rules is document-matching work computers do quickly and consistently.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Compliance assessments follow published rules and company data, so a strong draft can be produced from a desk.",
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    "rationale": "Impact assessments follow set methods and standard datasets, so most of the report can be drafted at a desk.",
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    "rationale": "Checklists and reports can be automated, but auditing a site means walking it and seeing what is happening.",
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    "modelId": "claude-opus-5",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Remediation designs draw on documented techniques, but the contamination at a given site drives the answer.",
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    "rationale": "Compliance checking on a live clean-up site means being there to see what is actually happening.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-2162",
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  },
  {
    "taskId": "uk-2162-T-07634",
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      49,
      63
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      3,
      1,
      0,
      0,
      3
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    "rationale": "Managing your own diary and budget is scheduling and arithmetic that software handles well.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2162",
    "occupationId": null
  },
  {
    "taskId": "uk-2162-T-08742",
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      14,
      38
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    "d": [
      2,
      1,
      0,
      2,
      2
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    "confidence": "low",
    "unstable": false,
    "rationale": "Really understanding how an organisation works comes from talking to the people inside it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2162",
    "occupationId": null
  },
  {
    "taskId": "uk-2162-T-12295",
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      6,
      20
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    "d": [
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      1,
      0,
      3,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Managing research students means knowing each of them and how their work and confidence are going.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2311",
    "occupationId": null
  },
  {
    "taskId": "uk-2162-T-17573",
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    "band": "very high",
    "range": [
      76,
      90
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    "d": [
      3,
      0,
      0,
      0,
      4
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    "confidence": "medium",
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    "rationale": "Keeping up with journals is reading and summarising, which AI tools do quickly and reliably.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2162",
    "occupationId": null
  },
  {
    "taskId": "uk-2162-T-20195",
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      21,
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      0,
      0,
      3,
      2
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    "rationale": "Helping an organisation through change depends on trust with the people living through it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2162",
    "occupationId": null
  },
  {
    "taskId": "uk-2162-T-21686",
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      37,
      61
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    "d": [
      2,
      0,
      0,
      1,
      3
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    "rationale": "Tools can track deadlines, but delivering research on time depends on the work itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2162",
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  },
  {
    "taskId": "uk-2211-T-02638",
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      5,
      13
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      2,
      2,
      3,
      3,
      2
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    "confidence": "high",
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    "rationale": "A first consultation rests on the patient trusting the doctor in front of them, and only a registered doctor can do it.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2211",
    "occupationId": null
  },
  {
    "taskId": "uk-2211-T-07003",
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      19,
      27
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      2,
      1,
      3,
      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Records and results can be analysed by computer, but the diagnosis itself must be made by a registered doctor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2211",
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  },
  {
    "taskId": "uk-2211-T-10939",
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      16,
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      2,
      3
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    "rationale": "History-taking is structured questioning, but patients open up to a person they are speaking with.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2211",
    "occupationId": null
  },
  {
    "taskId": "uk-2211-T-15946",
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      14,
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      2,
      1,
      4,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Only a registered prescriber may lawfully issue a prescription, whatever software suggests.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2211",
    "occupationId": null
  },
  {
    "taskId": "uk-2211-T-17317",
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      59,
      73
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      3
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    "rationale": "Writing up the consultation is note-taking that speech and summarising tools already do well, with the doctor checking.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2211",
    "occupationId": null
  },
  {
    "taskId": "uk-2211-T-00323",
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      4
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      4,
      3,
      1,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Taking samples and carrying out tests on a patient is hands-on clinical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2211",
    "occupationId": null
  },
  {
    "taskId": "uk-2211-T-01189",
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      4,
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      2,
      2
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    "rationale": "Complex judgement calls sit with the registered doctor who knows the patient and carries the responsibility.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2211",
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  },
  {
    "taskId": "uk-2211-T-06959",
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      2,
      2
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    "unstable": false,
    "rationale": "Working out and managing a case with the patient must be done by a registered doctor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2211",
    "occupationId": null
  },
  {
    "taskId": "uk-2211-T-07004",
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    "band": "low",
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      19,
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    "d": [
      2,
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      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Sorting symptoms and choosing a referral is largely information work, but the decision belongs to a registered doctor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2211",
    "occupationId": null
  },
  {
    "taskId": "uk-2211-T-08625",
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      16,
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      3
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    "confidence": "medium",
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    "rationale": "Explanations can be drafted clearly, but patients take reassurance from the doctor telling them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2211",
    "occupationId": null
  },
  {
    "taskId": "uk-2211-T-11623",
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      49,
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      3
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    "rationale": "Notes can be drafted automatically, but a GP must own and confirm what goes into the patient's record.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2211",
    "occupationId": null
  },
  {
    "taskId": "uk-2211-T-15948",
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    "d": [
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      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Prescribing safely and economically is a legal act reserved to registered prescribers.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2211",
    "occupationId": null
  },
  {
    "taskId": "uk-2211-T-16582",
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      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "General health advice is well documented, but this task specifies giving it to the patient in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2211",
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  {
    "taskId": "uk-2211-T-17318",
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    "rationale": "Recording identification, history and findings is structured note-taking that software drafts reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
    "taskId": "uk-2211-T-18386",
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      3
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    "rationale": "Clear answers can be drafted, but worried patients want them from the clinician they know.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2211",
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  {
    "taskId": "uk-2211-T-00040",
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    "d": [
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      2,
      1,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Hitting immunisation targets needs call-and-recall admin alongside actually giving the vaccinations.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2211",
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  {
    "taskId": "uk-2211-T-00607",
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    "rationale": "Prevention advice is well documented and drafts easily, though patients act on it because their GP said it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2211",
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    "taskId": "uk-2211-T-03330",
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    "rationale": "Joint decisions with the patient and the wider team depend on live discussion between people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2211",
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  {
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      3
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    "unstable": false,
    "rationale": "Changing a treatment plan is a prescribing-level decision the GP must make and own.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2211",
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  {
    "taskId": "uk-2211-T-15952",
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    "d": [
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      3
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    "unstable": false,
    "rationale": "Giving an injection or therapy is hands-on, and prescribing is reserved to registered prescribers.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2211",
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  {
    "taskId": "uk-2211-T-17149",
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      1,
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    "rationale": "Recommendations can be drafted from guidelines, but the clinical decision must come from a registered doctor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2211",
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  },
  {
    "taskId": "uk-2211-T-17523",
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    "d": [
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Referral letters follow set formats and can be drafted from the record, with the doctor responsible for sending them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2211",
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  },
  {
    "taskId": "uk-2211-T-19516",
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    "band": "low",
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      34,
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    "d": [
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "The signature itself is a legal act only a registered doctor can make.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2211",
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  },
  {
    "taskId": "uk-2211-T-21258",
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    "range": [
      36,
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Handling medical information safely is largely a documented process, though clinical responsibility stays with the doctor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2211",
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  },
  {
    "taskId": "uk-2211-T-00599",
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    "band": "low",
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    "d": [
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      2,
      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Rehabilitation exercise advice is well documented, though patients follow it better when a clinician explains it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2211",
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  },
  {
    "taskId": "uk-2211-T-03254",
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    "d": [
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      3,
      3,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Treatment plans are agreed between clinicians who each carry responsibility for the patient's care.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2211",
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  },
  {
    "taskId": "uk-2211-T-04849",
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    "band": "low",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Coordinating care between services is mostly correspondence and scheduling between professionals.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2211",
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  },
  {
    "taskId": "uk-2211-T-10747",
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    "band": "partial",
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    "rationale": "Running nutrition and sanitation programmes mixes documented planning with practical organising.",
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    "rationale": "Directing nursing work day to day happens between colleagues in the same building.",
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  {
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      1,
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    "rationale": "Putting someone to sleep for surgery means a doctor at the trolley with drugs, needles and airway equipment in hand.",
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  {
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  },
  {
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      2
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    "rationale": "Keeping a patient breathing means hands on the airway and equipment, second by second, at the bedside.",
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  {
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    "rationale": "Running an anaesthetic through an operation is continuous hands-on work in theatre, not something done from a screen.",
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  {
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    "rationale": "Giving pain relief means drawing up and delivering drugs to a patient in person, under a doctor's legal authority.",
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    "d": [
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    "rationale": "Options for labour pain are thoroughly documented and explain well in writing, but reassurance in the moment comes from a midwife or doctor.",
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  {
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    "rationale": "Suitable painkillers can be suggested from guidance, but only a registered prescriber may actually order them.",
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    "taskId": "uk-2212-T-21691",
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      2
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    "rationale": "Working alongside surgeons, theatre nurses and radiographers is give-and-take between people in the same room.",
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    "rationale": "Reassurance works because it comes from the doctor treating you, in person.",
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    "modelId": "claude-opus-5",
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    "rationale": "Turning test results into a risk figure is well-documented number work, though the anaesthetist owns the conclusion.",
    "promptVersion": "task_scoring_v1.0",
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      2
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      3,
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      3
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  {
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      3,
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  {
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  {
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  {
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    "rationale": "Capturing blood flow signals means holding the probe and listening while the patient lies there.",
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  {
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      3
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    "confidence": "medium",
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    "rationale": "Acne is exceptionally well documented and photographs help, but examining skin and prescribing stay with the doctor.",
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    "rationale": "Injecting steroid into a lesion is a needle procedure carried out by a doctor.",
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    "rationale": "Image tools spot suspicious moles well, but examining and removing them is hands-on skin work.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cutting cancerous tissue out of skin is surgery performed with instruments on a patient.",
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  {
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    "rationale": "Dealing with an abnormal mole normally means cutting it out under local anaesthetic.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Advice about yearly skin checks is standard, well-published information that tailors easily to someone's risk factors.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Squeezing out blocked pores is close-up manual work on someone's skin.",
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    "rationale": "Directing ward staff is live supervision by the responsible doctor, not something a tool can take on.",
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    "rationale": "Running a programme means organising people and services, helped by documented methods but driven by the person in charge.",
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    "rationale": "A caesarean is major surgery performed by hand on a mother and baby.",
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    "rationale": "Antenatal care means measuring, scanning and examining a pregnant woman in person over many months.",
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    "rationale": "Getting a patient ready happens physically, at their side.",
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    "rationale": "Analysers handle much of the counting, but preparing and running blood samples is bench work in a laboratory.",
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      3
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    "rationale": "Progress can be tracked on paper, but follow-up sessions work through the relationship between client and practitioner.",
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    "rationale": "Taking a structured history of health, diet and lifestyle is exactly what a well-designed questionnaire and summary can do.",
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    "rationale": "Course material is easy to produce, but attending training and gaining the qualification is something a person does.",
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    "rationale": "Exercise routines are abundantly documented and tailor well in writing to someone's stated ability and goals.",
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    "rationale": "Seminar slides and handouts produce easily, but standing in front of a community group is a person's job.",
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    "rationale": "This is about being with patients, which is the one thing software cannot do.",
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    "confidence": "high",
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    "rationale": "Reordering runs straight off usage data, though someone still has to check what is actually on the shelf.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Screening referrals follow clear criteria, but the request must come from the responsible registered clinician.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Growing plants means soil, water and hands in a garden.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "d": [
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    "confidence": "high",
    "unstable": false,
    "rationale": "Marketing copy, targeting and campaign material are among the strongest and most abundantly documented uses of these tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Promotional material writes very well, though winning clients as a sole practitioner still leans on personal reputation.",
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    "rationale": "Symptom patterns are well documented, but neurological diagnosis rests heavily on examining the patient yourself.",
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    "rationale": "Written specialist advice on treatment draws on abundant published evidence, though colleagues want a named consultant behind it.",
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    "rationale": "Results explain clearly in writing, but hearing serious news is something patients and families want from a doctor.",
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    "rationale": "Inventing and trialling new clinical techniques needs practitioners doing them on real patients.",
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    "rationale": "Scan reading software is genuinely strong for standard cases, but the reported interpretation must come from a registered doctor.",
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    "rationale": "Drug choice follows published epilepsy guidance, but prescribing and giving the medicine are acts reserved to registered staff.",
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    "rationale": "Literature work and analysis suit these tools well, but developing treatments needs laboratories and clinical trials.",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Stroke treatment is time-critical hands-on care, with scanning, drugs and procedures done at the patient's side.",
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    "rationale": "Risk factor information is abundantly published and explains well in writing, with the clinician confirming what applies.",
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    "rationale": "Drafting and analysis are strong areas, but neuroscience research means running experiments and defending them in peer review.",
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    "rationale": "Standards documents draft well, but keeping quality up across a hospital depends on working with the staff involved.",
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    "rationale": "Rare disease pattern-matching is a genuine strength, but the diagnosis follows examining the patient and carries the consultant's name.",
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    "rationale": "Image software spots abnormal cells well, but the examination happens at a microscope with the slide in hand.",
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      3,
      1,
      3
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  {
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      3,
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      3
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  {
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      3
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    "keyingScheme": "text-only",
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  {
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  {
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      3,
      3
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    "keyingScheme": "text-only",
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  {
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  {
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
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      6,
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      3,
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      3
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    "keyingScheme": "text-only",
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  {
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      3,
      1,
      3
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    "keyingScheme": "text+occupation",
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  {
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    "rationale": "Treating patients happens in person on the ward or in clinic, and only a registered doctor may direct it.",
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    "rationale": "Admission arrangements follow set pathways, though the decision to admit is the doctor's clinical call.",
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    "rationale": "Exercise advice is well documented and drafts easily, but patients follow it because their doctor gave it.",
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    "d": [
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    "rationale": "Campaign material and planning are well-documented communications work that tools produce quickly.",
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    "rationale": "Supervising students on placement means being present, watching what they do and building their confidence.",
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    "rationale": "Planning departmental workload is scheduling and capacity work that software handles well, with the manager deciding priorities.",
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    "rationale": "Delegating work is a leadership act between people, resting on judgement about who can take it.",
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    "rationale": "Assessment tools are published, but a psychiatric assessment depends on how someone speaks and behaves with the clinician.",
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    "rationale": "Records and scores can be analysed at a screen, but the diagnosis is a registered psychiatrist's judgement.",
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    "rationale": "Judging whether someone is a danger to themselves rests on clinical instinct built face to face.",
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    "rationale": "Treatment options are documented, but matching a therapy to a person depends on knowing them clinically.",
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    "rationale": "Care plans draft well from assessments and guidance, though only the responsible clinician can adopt one.",
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      23,
      37
    ],
    "d": [
      3,
      1,
      3,
      1,
      3
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    "rationale": "Pain scores and prescribing data track well, but changing pain medication is a registered clinician's decision.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2212",
    "occupationId": null
  },
  {
    "taskId": "uk-2212-T-15955",
    "score": 40,
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      33,
      47
    ],
    "d": [
      3,
      0,
      3,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Referral for physiotherapy follows well-published criteria, though the prescription comes from a registered clinician.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2212",
    "occupationId": null
  },
  {
    "taskId": "uk-2212-T-04171",
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    "band": "minimal",
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      0,
      4
    ],
    "d": [
      0,
      4,
      2,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "A functional capacity test involves watching someone physically perform tasks.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
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  },
  {
    "taskId": "uk-2212-T-09839",
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      8,
      22
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    "d": [
      2,
      2,
      2,
      2,
      3
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    "unstable": false,
    "rationale": "Programme plans draft well, but putting a rehabilitation programme into practice happens with the patient and the therapy team.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2212",
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  },
  {
    "taskId": "uk-2212-T-15957",
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      16,
      30
    ],
    "d": [
      2,
      1,
      3,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Equipment options are documented, but choosing and fitting an aid depends on assessing the individual patient.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2212",
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  },
  {
    "taskId": "uk-2212-T-10054",
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      49,
      63
    ],
    "d": [
      3,
      0,
      2,
      0,
      3
    ],
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    "unstable": false,
    "rationale": "Combining therapy inputs into one plan is document work drawing on well-published rehabilitation guidance.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2212",
    "occupationId": null
  },
  {
    "taskId": "uk-2212-T-10743",
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      19,
      33
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    "d": [
      2,
      1,
      1,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Pathways and referral routes draft well, but joining up hospital departments depends on relationships between the teams.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2212",
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  },
  {
    "taskId": "uk-2212-T-15154",
    "score": 39,
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      32,
      46
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    "d": [
      3,
      0,
      2,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Community reintegration plans draw on documented services and options, but the plan is agreed with the patient and family.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2212",
    "occupationId": null
  },
  {
    "taskId": "uk-2212-T-16507",
    "score": 12,
    "band": "minimal",
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      5,
      19
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    "d": [
      1,
      1,
      2,
      3,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Cognitive rehabilitation works through repeated sessions with someone the patient trusts and responds to.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2212",
    "occupationId": null
  },
  {
    "taskId": "uk-2212-T-15646",
    "score": 47,
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      40,
      54
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    "d": [
      3,
      0,
      3,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Statistical reporting is routine, but statements about an individual's medical status must come from a registered doctor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2212",
    "occupationId": null
  },
  {
    "taskId": "uk-2212-T-01527",
    "score": 4,
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    "range": [
      0,
      11
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    "d": [
      1,
      3,
      3,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Deciding whether an operation is needed rests on examining the patient as well as reading the tests.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:25.038Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2212",
    "occupationId": null
  },
  {
    "taskId": "uk-2212-T-00320",
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      0,
      4
    ],
    "d": [
      0,
      4,
      4,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Injecting local anaesthetic before a minor procedure is a needle in a patient's skin.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:25.038Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2212",
    "occupationId": null
  },
  {
    "taskId": "uk-2212-T-01902",
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    "band": "minimal",
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      0,
      4
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    "d": [
      0,
      4,
      4,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Assisting in an operation means sterile hands inside the surgical field.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:25.038Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2212",
    "occupationId": null
  },
  {
    "taskId": "uk-2212-T-04322",
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    "band": "minimal",
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      0,
      4
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    "d": [
      0,
      4,
      4,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Orthopaedic surgery is physical work on bone and joint with instruments in theatre.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2212",
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  },
  {
    "taskId": "uk-2212-T-05480",
    "score": 40,
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    "d": [
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      0,
      3,
      1,
      3
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    "unstable": false,
    "rationale": "Best practice around surgery is set out in published guidance, but the decisions belong to the responsible surgeon.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2212",
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  },
  {
    "taskId": "uk-2212-T-06215",
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      24,
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    "d": [
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      3,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Guidance sets out when surgery is indicated, but deciding to operate on someone is a consultant's judgement.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2212",
    "occupationId": null
  },
  {
    "taskId": "uk-2212-T-06999",
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    "d": [
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Scan reading is strong, but planning an operation depends on examining how the joint behaves in the patient.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      3,
      4
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    "rationale": "Risk information writes very clearly, but consent for an operation is taken by the surgeon in conversation.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2212",
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  {
    "taskId": "uk-2212-T-08932",
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      3,
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Operating is manual work carried out on a patient.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:37:43.407Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-2212-T-11628",
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping accurate case histories is structured record work drawn straight from what happened in the consultation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2212",
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  {
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    "d": [
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Recovery data can be tracked, but checking how a patient is healing after surgery means looking at them.",
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    "modelId": "claude-opus-5",
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  {
    "taskId": "uk-2212-T-14757",
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Abdominal surgery is performed by hand inside the patient.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2212",
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  {
    "taskId": "uk-2212-T-14878",
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Reconstructive surgery is precise physical work on a patient's tissue.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-2212",
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  {
    "taskId": "uk-2212-T-14929",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Operating on children is skilled handwork carried out in theatre.",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "This is surgery with instruments inside the patient's body, which software cannot do at all.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2212",
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  {
    "taskId": "uk-2212-T-21075",
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    "d": [
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Updating records is easy for software, but the clinical content stays the doctor's responsibility.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
    "taskId": "uk-2212-T-01449",
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    "d": [
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    "confidence": "medium",
    "unstable": false,
    "rationale": "UK radiation rules allow only an entitled clinician to request imaging, so the request must be the doctor's.",
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    "modelId": "claude-opus-5",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Written summaries help, but deciding with a cardiologist whether surgery is safe is a judgement between two doctors.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2212",
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  {
    "taskId": "uk-2212-T-04562",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Coordinating plans across doctors is largely correspondence and scheduling, which drafts and organises well.",
    "promptVersion": "task_scoring_v1.0",
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  {
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    "d": [
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    "unstable": false,
    "rationale": "Rotas and allocations are handled well by software, though directing senior colleagues depends on standing among them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2212",
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  {
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    "rationale": "Standards and procedure documents draft well from published guidance, with the surgical team approving them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Common conditions follow documented patterns, but diagnosis normally means examining the patient in clinic.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Explanations write clearly, but families discuss an operation with the surgeon who will carry it out.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Written and phone updates draft well, but parents want the news about their child from the doctor.",
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    "modelId": "claude-opus-5",
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    "rationale": "Cosmetic facial procedures are carried out by hand on the patient.",
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    "rationale": "Inserting an implant is surgery performed on a patient in theatre.",
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    "rationale": "Liposuction is a physical surgical procedure carried out on the patient.",
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    "unstable": false,
    "rationale": "AI summarises records well, but deciding what treatment is needed is a registered therapist's call.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2221",
    "occupationId": null
  },
  {
    "taskId": "uk-2221-T-20530",
    "score": 0,
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      0,
      4
    ],
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      0,
      4,
      3,
      1,
      2
    ],
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    "unstable": false,
    "rationale": "Feeling how a joint moves and where it hurts requires the physiotherapist's hands on the patient.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2221",
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  },
  {
    "taskId": "uk-2221-T-00359",
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      0,
      4
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    "d": [
      0,
      4,
      3,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Setting a patient up on traction equipment and adjusting it during treatment has to be done by hand, in the room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2221",
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  },
  {
    "taskId": "uk-2221-T-01242",
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    "band": "high",
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      59,
      73
    ],
    "d": [
      3,
      0,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Finding and summarising relevant research is something software does well; the physiotherapist still decides what actually changes in their practice.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2221",
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  },
  {
    "taskId": "uk-2221-T-03310",
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    "band": "minimal",
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      5,
      19
    ],
    "d": [
      1,
      1,
      1,
      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Working with doctors, nurses and other therapists on a patient depends on live professional relationships and shared judgement rather than paperwork.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2221",
    "occupationId": null
  },
  {
    "taskId": "uk-2221-T-04984",
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    "band": "partial",
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      41,
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    ],
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      3,
      0,
      2,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Referral letters and information exchanges follow standard formats that AI drafts reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2221",
    "occupationId": null
  },
  {
    "taskId": "uk-2221-T-07169",
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    "band": "low",
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      16,
      30
    ],
    "d": [
      2,
      1,
      3,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Discharge letters draft easily, though the decision that a patient is ready rests with the therapist.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2221",
    "occupationId": null
  },
  {
    "taskId": "uk-2221-T-07661",
    "score": 21,
    "band": "low",
    "range": [
      14,
      28
    ],
    "d": [
      2,
      1,
      1,
      3,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Good self-management information is easy to produce, but getting someone to take charge of their care builds on the relationship.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2221",
    "occupationId": null
  },
  {
    "taskId": "uk-2221-T-08157",
    "score": 25,
    "band": "low",
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      18,
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      2,
      2,
      1,
      0,
      3
    ],
    "confidence": "medium",
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    "rationale": "Keeping records and confidentiality right is largely paperwork, but keeping the treatment area itself safe means someone physically checking the space.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2221",
    "occupationId": null
  },
  {
    "taskId": "uk-2221-T-10682",
    "score": 10,
    "band": "minimal",
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      3,
      17
    ],
    "d": [
      2,
      2,
      2,
      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Showing a family how to help with exercises usually means demonstrating in person and building their confidence, though written plans can be drafted.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:32:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2221",
    "occupationId": null
  },
  {
    "taskId": "uk-2221-T-11292",
    "score": 0,
    "band": "minimal",
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      0,
      7
    ],
    "d": [
      1,
      4,
      3,
      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Running a rehabilitation class means being in the room, watching how people move and stepping in when someone needs correcting or steadying.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2221",
    "occupationId": null
  },
  {
    "taskId": "uk-2221-T-12393",
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    "band": "minimal",
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      0,
      8
    ],
    "d": [
      1,
      3,
      3,
      2,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping a patient safe during hands-on treatment means being there watching and adjusting.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T14:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2221",
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  },
  {
    "taskId": "uk-2221-T-15172",
    "score": 33,
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      26,
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    ],
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      3,
      0,
      3,
      2,
      3
    ],
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    "unstable": false,
    "rationale": "Programme plans follow documented protocols, though the plan is agreed and owned by the registered therapist.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T14:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2221",
    "occupationId": null
  },
  {
    "taskId": "uk-2221-T-16485",
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    ],
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      4,
      3,
      3,
      2
    ],
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    "unstable": false,
    "rationale": "Long-term rehabilitation care is delivered in person over many sessions.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2221",
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  },
  {
    "taskId": "uk-2221-T-18454",
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      15,
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      0,
      3,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Plan updates can be drafted, but the review is a clinical decision made with families in the room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2221",
    "occupationId": null
  },
  {
    "taskId": "uk-2221-T-18551",
    "score": 56,
    "band": "partial",
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      49,
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    ],
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      0,
      2,
      0,
      3
    ],
    "confidence": "medium",
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    "rationale": "Reading a referral letter and drawing out the relevant clinical detail is document work AI does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2221",
    "occupationId": null
  },
  {
    "taskId": "uk-2221-T-21956",
    "score": 66,
    "band": "high",
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      3
    ],
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    "rationale": "Case notes and reports follow a familiar structure, so drafts can be produced automatically for the physiotherapist to check and correct.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:32:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2221",
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  },
  {
    "taskId": "uk-2221-T-01642",
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    "band": "minimal",
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    "d": [
      1,
      3,
      3,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Working out what device someone needs means measuring and examining their body in person before anything can be made or fitted.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:32:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2221",
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  },
  {
    "taskId": "uk-2221-T-04512",
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      2
    ],
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    "unstable": false,
    "rationale": "Making a support device means shaping and fitting it by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T14:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2221",
    "occupationId": null
  },
  {
    "taskId": "uk-2221-T-05760",
    "score": 48,
    "band": "partial",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Health awareness campaigns are largely design and content work that software produces well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:29:44.436Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2259",
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  },
  {
    "taskId": "uk-2221-T-07616",
    "score": 48,
    "band": "partial",
    "range": [
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    "d": [
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Ergonomics guidance is well documented and can be produced and delivered largely as prepared material.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T14:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2221",
    "occupationId": null
  },
  {
    "taskId": "uk-2221-T-08308",
    "score": 32,
    "band": "low",
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    ],
    "d": [
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      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "AI can review the evidence for new techniques, but adopting them into practice is a professional judgement.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2221",
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  },
  {
    "taskId": "uk-2221-T-08580",
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      2
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    "unstable": false,
    "rationale": "A physiotherapist's registered judgement about a specific patient is theirs to make and answer for, so software can inform it but not replace it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:32:05Z",
    "keyingScheme": "text+occupation",
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  },
  {
    "taskId": "uk-2221-T-08868",
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    "d": [
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      3,
      1,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting or adjusting a brace or artificial limb means shaping it to the patient's body while they are wearing it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:32:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2221",
    "occupationId": null
  },
  {
    "taskId": "uk-2221-T-11082",
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    "band": "minimal",
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    ],
    "d": [
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      3,
      1
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Bringing relatives into decisions about someone's rehabilitation is a delicate live conversation that depends on knowing the family, not on written information.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:32:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2221",
    "occupationId": null
  },
  {
    "taskId": "uk-2221-T-13814",
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      3,
      3
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    "confidence": "high",
    "unstable": true,
    "rationale": "Consent has to be taken by the clinician who will do the treatment, in conversation with the patient.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:49:18.849Z",
    "keyingScheme": "text-only",
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  },
  {
    "taskId": "uk-2221-T-14555",
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    "d": [
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    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Supervising students and juniors depends on watching them work and building their confidence in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T14:20:00.000Z",
    "keyingScheme": "text-only",
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    "occupationId": null
  },
  {
    "taskId": "uk-2221-T-15397",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The rules are written down, but staying inside them is a duty carried personally by the registered physiotherapist, not something software can hold.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:32:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2221",
    "occupationId": null
  },
  {
    "taskId": "uk-2221-T-17153",
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    "d": [
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      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Suggested orthotic changes can be drafted, but they rest on hands-on assessment of how the patient moves.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T14:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2221",
    "occupationId": null
  },
  {
    "taskId": "uk-2221-T-17507",
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      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Referral letters are easy to draft, but deciding a patient needs another service is a clinical call the registered physiotherapist makes.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:32:05Z",
    "keyingScheme": "text+occupation",
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  },
  {
    "taskId": "uk-2221-T-18519",
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    "band": "partial",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reviewing written management plans against current guidance is document work AI handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T14:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2221",
    "occupationId": null
  },
  {
    "taskId": "uk-2221-T-03515",
    "score": 93,
    "band": "very high",
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      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Pulling admission, discharge and waiting-list figures out of hospital systems is routine number work that software already handles reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:32:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2221",
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  },
  {
    "taskId": "uk-2221-T-03658",
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    ],
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      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Picking up problems from staff depends on informal conversations and reading the mood of a team.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T14:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2221",
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  },
  {
    "taskId": "uk-2221-T-09510",
    "score": 64,
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Setting out objectives and a plan to meet them is written planning work AI produces to a usable standard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  },
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      1,
      3
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      3,
      1
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      3
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    "rationale": "Review meetings work because qualified people attend, answer questions and commit to changes on the spot.",
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    "rationale": "Clinical record keeping is structured work current tools handle well, within the confidentiality rules the therapist applies.",
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    "rationale": "Keeping records accurate and complete is structured, well-documented work that software already does reliably.",
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    "rationale": "Taking part in group sessions to ease stress and help people settle depends on being present with them.",
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    "unstable": false,
    "rationale": "Practising within professional boundaries is an obligation on the registered person and cannot sit anywhere else.",
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    "rationale": "Plans can be drafted and shared easily, but agreeing them with surgeons and physios happens in live discussion.",
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    "rationale": "Reflecting on your own practice is something only the practitioner can do, and registration requires it of them.",
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    "unstable": false,
    "rationale": "Scheduling and record keeping around a caseload are structured, well-documented tasks that software already handles reliably.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2222",
    "occupationId": null
  },
  {
    "taskId": "uk-2222-T-15790",
    "score": 66,
    "band": "high",
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      62,
      70
    ],
    "d": [
      3,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Writing up progress and what was delivered is structured work that current tools handle well, with the therapist checking it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2222",
    "occupationId": null
  },
  {
    "taskId": "uk-2222-T-20174",
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    "band": "low",
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      23,
      37
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    "d": [
      2,
      1,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Health promotion materials are easy to produce, but the persuading happens between people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:29:44.436Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2259",
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  },
  {
    "taskId": "uk-2222-T-21927",
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    "band": "partial",
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      52,
      60
    ],
    "d": [
      3,
      0,
      2,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Reports and letters follow familiar structures and draw on notes already written, so drafting them is largely automatable, with the therapist checking.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2222",
    "occupationId": null
  },
  {
    "taskId": "uk-2222-T-03548",
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    "d": [
      3,
      0,
      1,
      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Clear, compliant written communication is well supported by current tools, with the therapist checking what goes out.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2222",
    "occupationId": null
  },
  {
    "taskId": "uk-2222-T-05728",
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      20,
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    "d": [
      2,
      1,
      2,
      1,
      3
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    "unstable": false,
    "rationale": "Accessibility and ergonomic guidance is well documented, so designs can be drafted, though a visit is usually needed to get it right.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2222",
    "occupationId": null
  },
  {
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      6,
      20
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    "d": [
      2,
      2,
      2,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Computer exercises already do much of the work, but a therapist chooses them and stays with the client through the session.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2222",
    "occupationId": null
  },
  {
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    "d": [
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      3,
      2,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Overseeing care staff delivering therapy means being on the ward, and the responsibility sits with the registered therapist.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2222",
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  },
  {
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      9,
      23
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    "d": [
      2,
      2,
      2,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Suggesting a strap or brace follows known guidance, but it depends on examining how the person actually moves.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2222",
    "occupationId": null
  },
  {
    "taskId": "uk-2222-T-05743",
    "score": 5,
    "band": "minimal",
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      1,
      9
    ],
    "d": [
      1,
      3,
      2,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Making splints and adapted equipment for a patient is craft work shaped to that person’s body.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2222",
    "occupationId": null
  },
  {
    "taskId": "uk-2222-T-20703",
    "score": 23,
    "band": "low",
    "range": [
      16,
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    "d": [
      2,
      1,
      1,
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Training materials can be prepared easily, but teaching therapy technique relies on watching and correcting people as they practise.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2222",
    "occupationId": null
  },
  {
    "taskId": "uk-2222-T-03818",
    "score": 83,
    "band": "very high",
    "range": [
      79,
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    "d": [
      3,
      0,
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      0,
      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Routine operational paperwork is highly templated and abundant, which makes it comfortable territory for current tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2222",
    "occupationId": null
  },
  {
    "taskId": "uk-2222-T-11237",
    "score": 0,
    "band": "minimal",
    "range": [
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      4
    ],
    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Setting out puzzles, scissors and utensils on a table is simply physical work in the room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2222",
    "occupationId": null
  },
  {
    "taskId": "uk-2222-T-16698",
    "score": 24,
    "band": "low",
    "range": [
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Job search materials are easy to produce, but supporting someone into work depends on ongoing personal encouragement.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T14:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2232",
    "occupationId": null
  },
  {
    "taskId": "uk-2222-T-20732",
    "score": 9,
    "band": "minimal",
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    "d": [
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      2,
      2,
      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Teaching students practical medical and therapeutic technique means demonstrating and correcting them in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2222",
    "occupationId": null
  },
  {
    "taskId": "uk-2222-T-00818",
    "score": 66,
    "band": "high",
    "range": [
      59,
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reviewing service data to find what could be better is analysis and reporting that software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2222",
    "occupationId": null
  },
  {
    "taskId": "uk-2222-T-17524",
    "score": 20,
    "band": "low",
    "range": [
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    ],
    "d": [
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      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Deciding a patient needs a specialist referral is a registered clinician’s call, even though the paperwork is simple.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2222",
    "occupationId": null
  },
  {
    "taskId": "uk-2223-T-01712",
    "score": 16,
    "band": "minimal",
    "range": [
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    "d": [
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      3,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Notes and test results can be analysed by software, but the diagnosis must come from a registered therapist.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2223",
    "occupationId": null
  },
  {
    "taskId": "uk-2223-T-02024",
    "score": 6,
    "band": "minimal",
    "range": [
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    "d": [
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      3,
      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Rebuilding speech after a stroke depends on regular practice with a trusted therapist in the room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2223",
    "occupationId": null
  },
  {
    "taskId": "uk-2223-T-05724",
    "score": 31,
    "band": "low",
    "range": [
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    "d": [
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      0,
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      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "A programme can be drafted from published approaches, but the treatment chosen is the registered therapist's own decision.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2223",
    "occupationId": null
  },
  {
    "taskId": "uk-2223-T-06832",
    "score": 31,
    "band": "low",
    "range": [
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    "d": [
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      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Exercise programmes can be drafted from published material, but prescribing one for a patient is a registered therapist's decision.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2223",
    "occupationId": null
  },
  {
    "taskId": "uk-2223-T-09781",
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    "d": [
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      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can suggest likely patterns from assessment data, though a registered therapist makes the call.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2223",
    "occupationId": null
  },
  {
    "taskId": "uk-2223-T-15255",
    "score": 31,
    "band": "low",
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      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Goals and exercises can be drafted, but the therapy programme is a registered speech and language therapist's own clinical decision.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2223",
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  },
  {
    "taskId": "uk-2223-T-16831",
    "score": 6,
    "band": "minimal",
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    "d": [
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      3,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Therapy with young children works through play and a relationship, which needs a person present.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2223",
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      3
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    "unstable": false,
    "rationale": "Progress measures are well documented and easy to chart, but the clinical reading stays with the therapist.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2223",
    "occupationId": null
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      3
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    "rationale": "Assessing speech, voice and hearing means being with the person, listening and prompting, under a registered therapist's direction.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2223",
    "occupationId": null
  },
  {
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    "band": "minimal",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The techniques are documented, but families take them up when a clinician sits with them and works through the difficulty.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2223",
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  },
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    "band": "low",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Swallow studies and notes are read on screen, though a registered therapist must own the diagnosis and plan.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2223",
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      2
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    "unstable": false,
    "rationale": "Voice therapy is delivered in person by a registered speech and language therapist listening and correcting as the person tries it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2223",
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      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Progress data can be tracked easily, but changing a treatment plan is a registered therapist's clinical decision after seeing the patient.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2223",
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  },
  {
    "taskId": "uk-2223-T-20411",
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    ],
    "d": [
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      2,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "This is hands-on work in the room, with a registered therapist modelling movements and giving physical and spoken cues.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2223",
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  {
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Swallowing therapy has to happen at the bedside with a registered therapist watching and adjusting as the person eats and drinks.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
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  },
  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Working well in a team depends on live relationships and shared local knowledge that never gets written down.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
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  {
    "taskId": "uk-2223-T-04108",
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    "unstable": false,
    "rationale": "Therapeutic games and lessons work through a person in the room holding a child's attention and responding as they go.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2223",
    "occupationId": null
  },
  {
    "taskId": "uk-2223-T-07646",
    "score": 9,
    "band": "minimal",
    "range": [
      5,
      13
    ],
    "d": [
      1,
      2,
      3,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Choosing and setting up a communication device means trialling it with the person, and that choice sits with a registered therapist.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2223",
    "occupationId": null
  },
  {
    "taskId": "uk-2223-T-08398",
    "score": 2,
    "band": "minimal",
    "range": [
      0,
      6
    ],
    "d": [
      0,
      3,
      3,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Assessing how a baby uses their mouth means watching and feeling them feed, which only a registered therapist present can do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2223",
    "occupationId": null
  },
  {
    "taskId": "uk-2223-T-08580",
    "score": 8,
    "band": "minimal",
    "range": [
      4,
      12
    ],
    "d": [
      0,
      0,
      3,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Autonomous professional judgement is what registration exists to guarantee, so it stays with the registered person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2223",
    "occupationId": null
  },
  {
    "taskId": "uk-2223-T-10015",
    "score": 5,
    "band": "minimal",
    "range": [
      1,
      9
    ],
    "d": [
      1,
      3,
      2,
      2,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Delivering therapy means being with the person doing the exercises, under the direction of a registered therapist.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2223",
    "occupationId": null
  },
  {
    "taskId": "uk-2223-T-10719",
    "score": 18,
    "band": "minimal",
    "range": [
      11,
      25
    ],
    "d": [
      2,
      1,
      2,
      3,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "The strategies are well published, but parents and teachers adopt them when a therapist shows them and adapts to their setting.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2223",
    "occupationId": null
  },
  {
    "taskId": "uk-2223-T-12293",
    "score": 56,
    "band": "partial",
    "range": [
      49,
      63
    ],
    "d": [
      3,
      0,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Sorting and prioritising a caseload is scheduling work software does well, with clinical checks by the therapist.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2223",
    "occupationId": null
  },
  {
    "taskId": "uk-2223-T-13756",
    "score": 7,
    "band": "minimal",
    "range": [
      3,
      11
    ],
    "d": [
      1,
      2,
      3,
      2,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Identifying the difficulty means observing and testing the person face to face, and the conclusion is a registered therapist's.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2223",
    "occupationId": null
  },
  {
    "taskId": "uk-2223-T-18488",
    "score": 36,
    "band": "low",
    "range": [
      29,
      43
    ],
    "d": [
      2,
      0,
      3,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Reviewing progress notes and redrafting the plan is largely desk work, but the revised plan is the registered therapist's decision.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2223",
    "occupationId": null
  },
  {
    "taskId": "uk-2223-T-20458",
    "score": 20,
    "band": "low",
    "range": [
      13,
      27
    ],
    "d": [
      2,
      2,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Sign language is well documented and no licence is needed to teach it, but learners need a person to practise with.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2223",
    "occupationId": null
  },
  {
    "taskId": "uk-2223-T-03254",
    "score": 14,
    "band": "minimal",
    "range": [
      10,
      18
    ],
    "d": [
      1,
      0,
      3,
      2,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Treatment planning in the team is the registered therapist's own clinical decision, made in live discussion with colleagues.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2223",
    "occupationId": null
  },
  {
    "taskId": "uk-2223-T-08157",
    "score": 32,
    "band": "low",
    "range": [
      25,
      39
    ],
    "d": [
      2,
      1,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Records and confidentiality routines are well supported by software, but keeping a clinic safe means being there and noticing things.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2223",
    "occupationId": null
  },
  {
    "taskId": "uk-2223-T-09252",
    "score": 18,
    "band": "minimal",
    "range": [
      11,
      25
    ],
    "d": [
      2,
      1,
      2,
      3,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Written guides for carers are easy to produce, but showing and reassuring a carer works face to face.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2223",
    "occupationId": null
  },
  {
    "taskId": "uk-2223-T-11808",
    "score": 66,
    "band": "high",
    "range": [
      62,
      70
    ],
    "d": [
      3,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping caseload documentation complete from evaluation through to discharge is structured work software already does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2223",
    "occupationId": null
  },
  {
    "taskId": "uk-2223-T-14680",
    "score": 13,
    "band": "minimal",
    "range": [
      6,
      20
    ],
    "d": [
      1,
      1,
      2,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Progress meetings depend on qualified people being present, answering questions and agreeing what happens next.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2223",
    "occupationId": null
  },
  {
    "taskId": "uk-2223-T-15397",
    "score": 14,
    "band": "minimal",
    "range": [
      10,
      18
    ],
    "d": [
      0,
      0,
      3,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Practising within professional boundaries is an obligation on the registered person, and it cannot sit anywhere else.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2223",
    "occupationId": null
  },
  {
    "taskId": "uk-2223-T-17506",
    "score": 37,
    "band": "low",
    "range": [
      30,
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    ],
    "d": [
      2,
      0,
      2,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Identifying who else should be involved is fairly routine, but the referral is made in a registered therapist's name.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2223",
    "occupationId": null
  },
  {
    "taskId": "uk-2223-T-19948",
    "score": 11,
    "band": "minimal",
    "range": [
      7,
      15
    ],
    "d": [
      1,
      1,
      3,
      2,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Assistants can only be directed and signed off by a registered therapist who takes responsibility for the work they do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2223",
    "occupationId": null
  },
  {
    "taskId": "uk-2223-T-20771",
    "score": 7,
    "band": "minimal",
    "range": [
      0,
      19
    ],
    "d": [
      1,
      2,
      2,
      3,
      2
    ],
    "confidence": "low",
    "unstable": false,
    "rationale": "Real change in someone's communication is built through sustained personal work, not generated text.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2223",
    "occupationId": null
  },
  {
    "taskId": "uk-2223-T-21641",
    "score": 17,
    "band": "minimal",
    "range": [
      10,
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    ],
    "d": [
      1,
      1,
      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Contributing to a team and improving a service depends on being part of it and on local knowledge that is never written down.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2223",
    "occupationId": null
  },
  {
    "taskId": "uk-2223-T-21901",
    "score": 66,
    "band": "high",
    "range": [
      62,
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    ],
    "d": [
      3,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Reports and billing records are structured documents that current tools produce reliably, with the clinician confirming them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2223",
    "occupationId": null
  },
  {
    "taskId": "uk-2223-T-08320",
    "score": 11,
    "band": "minimal",
    "range": [
      7,
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    ],
    "d": [
      0,
      0,
      2,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Reflecting on your own practice is something only the practitioner can do, and it is required for staying on the register.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2223",
    "occupationId": null
  },
  {
    "taskId": "uk-2223-T-10693",
    "score": 30,
    "band": "low",
    "range": [
      23,
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    ],
    "d": [
      2,
      1,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Language and accent teaching material is plentiful, but learners rely on live feedback and encouragement.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2223",
    "occupationId": null
  },
  {
    "taskId": "uk-2223-T-17317",
    "score": 66,
    "band": "high",
    "range": [
      62,
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    ],
    "d": [
      3,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Writing patient information into the record is structured work that current tools handle well, with the clinician checking it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2223",
    "occupationId": null
  },
  {
    "taskId": "uk-2223-T-18865",
    "score": 85,
    "band": "very high",
    "range": [
      81,
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    ],
    "d": [
      4,
      0,
      0,
      1,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Booking sessions around rooms, staff and patient availability is exactly what scheduling software already does very well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2223",
    "occupationId": null
  },
  {
    "taskId": "uk-2223-T-20025",
    "score": 14,
    "band": "minimal",
    "range": [
      10,
      18
    ],
    "d": [
      1,
      0,
      3,
      2,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Only a registered therapist can supervise and take responsibility for another therapist's treatment planning.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2223",
    "occupationId": null
  },
  {
    "taskId": "uk-2223-T-20174",
    "score": 30,
    "band": "low",
    "range": [
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    ],
    "d": [
      2,
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      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Health promotion materials are easy to produce, but the persuading happens between people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:29:44.436Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2259",
    "occupationId": null
  },
  {
    "taskId": "uk-2223-T-21170",
    "score": 36,
    "band": "low",
    "range": [
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    ],
    "d": [
      3,
      1,
      2,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Software is central to this work already, though setting a communication aid up for a patient still needs the therapist with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2223",
    "occupationId": null
  },
  {
    "taskId": "uk-2223-T-21813",
    "score": 66,
    "band": "high",
    "range": [
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    ],
    "d": [
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      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Turning a session into a clear case note is close to routine for current tools, with the therapist checking and signing it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2223",
    "occupationId": null
  },
  {
    "taskId": "uk-2223-T-00310",
    "score": 6,
    "band": "minimal",
    "range": [
      2,
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    ],
    "d": [
      1,
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      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Testing hearing means fitting equipment to a patient and operating it with them present in a controlled setting.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2223",
    "occupationId": null
  },
  {
    "taskId": "uk-2223-T-03772",
    "score": 72,
    "band": "high",
    "range": [
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    ],
    "d": [
      3,
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      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Compliance paperwork and record keeping are structured, well-documented tasks that software already handles reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2223",
    "occupationId": null
  },
  {
    "taskId": "uk-2223-T-10114",
    "score": 24,
    "band": "low",
    "range": [
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    ],
    "d": [
      2,
      0,
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      3,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "The information is well documented, but families take it in when a clinician they trust explains it and answers their questions.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2223",
    "occupationId": null
  },
  {
    "taskId": "uk-2223-T-13509",
    "score": 56,
    "band": "partial",
    "range": [
      49,
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    ],
    "d": [
      3,
      0,
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      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Waiting list and referral tracking is standard administration, with clinical decisions still made by the therapist.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2223",
    "occupationId": null
  },
  {
    "taskId": "uk-2223-T-16885",
    "score": 83,
    "band": "very high",
    "range": [
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    ],
    "d": [
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      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Writing up research is well-documented desk work that AI drafts to a good standard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2223",
    "occupationId": null
  },
  {
    "taskId": "uk-2223-T-17954",
    "score": 66,
    "band": "high",
    "range": [
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    ],
    "d": [
      3,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Writing up findings from clinical data is well within current tools, with the therapist confirming what the data shows.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2223",
    "occupationId": null
  },
  {
    "taskId": "uk-2223-T-19483",
    "score": 20,
    "band": "low",
    "range": [
      13,
      27
    ],
    "d": [
      2,
      2,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Sharing knowledge at educational events means a person presenting to colleagues who can question them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:29:44.436Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2259",
    "occupationId": null
  },
  {
    "taskId": "uk-2223-T-20703",
    "score": 23,
    "band": "low",
    "range": [
      16,
      30
    ],
    "d": [
      2,
      1,
      2,
      2,
      3
    ],
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    "unstable": false,
    "rationale": "Training materials are easy to prepare, but teaching people to deliver therapy means watching and correcting how they do it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2223",
    "occupationId": null
  },
  {
    "taskId": "uk-2224-T-01607",
    "score": 26,
    "band": "low",
    "range": [
      19,
      33
    ],
    "d": [
      2,
      0,
      2,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Screening tools can suggest whether therapy suits someone, but a qualified therapist makes that call with the person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2224",
    "occupationId": null
  },
  {
    "taskId": "uk-2224-T-06332",
    "score": 21,
    "band": "low",
    "range": [
      14,
      28
    ],
    "d": [
      2,
      0,
      2,
      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "A plan can be drafted quickly, but delivering therapy depends on the live relationship with the client.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2224",
    "occupationId": null
  },
  {
    "taskId": "uk-2224-T-07693",
    "score": 9,
    "band": "minimal",
    "range": [
      5,
      13
    ],
    "d": [
      1,
      0,
      1,
      4,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Clients explore difficult feelings because a therapist is present, listening and responding as they speak.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2224",
    "occupationId": null
  },
  {
    "taskId": "uk-2224-T-00404",
    "score": 35,
    "band": "low",
    "range": [
      28,
      42
    ],
    "d": [
      2,
      0,
      1,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "What counselling can offer is well documented, though people decide after talking it through with someone.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2224",
    "occupationId": null
  },
  {
    "taskId": "uk-2224-T-03464",
    "score": 24,
    "band": "low",
    "range": [
      17,
      31
    ],
    "d": [
      2,
      0,
      1,
      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Much of an intake is structured questions, but clients disclose properly to a therapist who has put them at ease.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2224",
    "occupationId": null
  },
  {
    "taskId": "uk-2224-T-06410",
    "score": 32,
    "band": "low",
    "range": [
      25,
      39
    ],
    "d": [
      2,
      0,
      2,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Plans can be drafted from research and case history, but the approach chosen is an experienced clinician's professional call.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2224",
    "occupationId": null
  },
  {
    "taskId": "uk-2224-T-07344",
    "score": 32,
    "band": "low",
    "range": [
      25,
      39
    ],
    "d": [
      2,
      0,
      2,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Psychotherapy is not a licensed profession in the UK, so this judgement rests on professional standards rather than a legal gate.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2224",
    "occupationId": null
  },
  {
    "taskId": "uk-2224-T-08168",
    "score": 3,
    "band": "minimal",
    "range": [
      0,
      7
    ],
    "d": [
      0,
      0,
      1,
      4,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Trust between therapist and client is the treatment itself, not a step on the way to it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2224",
    "occupationId": null
  },
  {
    "taskId": "uk-2224-T-09718",
    "score": 48,
    "band": "partial",
    "range": [
      41,
      55
    ],
    "d": [
      3,
      0,
      2,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Drawing themes out of interview notes, tests and records is document work software does well, with the clinician responsible.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2224",
    "occupationId": null
  },
  {
    "taskId": "uk-2224-T-00349",
    "score": 27,
    "band": "low",
    "range": [
      20,
      34
    ],
    "d": [
      2,
      1,
      2,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Many tests are already delivered and scored digitally, though a qualified professional must oversee their use.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2224",
    "occupationId": null
  },
  {
    "taskId": "uk-2224-T-00844",
    "score": 66,
    "band": "high",
    "range": [
      62,
      70
    ],
    "d": [
      3,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Comparing outcome data across treatments is statistical work software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2224",
    "occupationId": null
  },
  {
    "taskId": "uk-2224-T-01775",
    "score": 17,
    "band": "minimal",
    "range": [
      13,
      21
    ],
    "d": [
      1,
      0,
      2,
      2,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Judging whether someone is a danger to themselves or others rests on an experienced clinician who is answerable for the call.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2224",
    "occupationId": null
  },
  {
    "taskId": "uk-2224-T-04165",
    "score": 13,
    "band": "minimal",
    "range": [
      9,
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    ],
    "d": [
      1,
      0,
      2,
      3,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "A first interview about what someone wants to change depends on the trust built in the room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2224",
    "occupationId": null
  },
  {
    "taskId": "uk-2224-T-07262",
    "score": 16,
    "band": "minimal",
    "range": [
      12,
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    ],
    "d": [
      1,
      0,
      1,
      3,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Clients commit to a therapy plan through conversation with the therapist who will be delivering it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2224",
    "occupationId": null
  },
  {
    "taskId": "uk-2224-T-07401",
    "score": 66,
    "band": "high",
    "range": [
      62,
      70
    ],
    "d": [
      3,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Turning a session into a clear, structured note is close to routine for current tools, with the therapist signing it off.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2224",
    "occupationId": null
  },
  {
    "taskId": "uk-2224-T-09390",
    "score": 9,
    "band": "minimal",
    "range": [
      5,
      13
    ],
    "d": [
      1,
      0,
      1,
      4,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "In therapy the relationship is the treatment, so insight grows through live work with a person the client trusts.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2224",
    "occupationId": null
  },
  {
    "taskId": "uk-2224-T-13093",
    "score": 32,
    "band": "low",
    "range": [
      25,
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    ],
    "d": [
      2,
      0,
      2,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Redrafting a plan around a change in someone's circumstances is largely writing, though the decision stays with the therapist.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2224",
    "occupationId": null
  },
  {
    "taskId": "uk-2224-T-00450",
    "score": 21,
    "band": "low",
    "range": [
      14,
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    ],
    "d": [
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      0,
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      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Advising a family works through the relationship in the room; written plans are only part of it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2224",
    "occupationId": null
  },
  {
    "taskId": "uk-2224-T-01293",
    "score": 7,
    "band": "minimal",
    "range": [
      3,
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    ],
    "d": [
      1,
      1,
      2,
      4,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "The therapy itself is the relationship between therapist and patient.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2224",
    "occupationId": null
  },
  {
    "taskId": "uk-2224-T-04548",
    "score": 56,
    "band": "partial",
    "range": [
      49,
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    ],
    "d": [
      3,
      0,
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      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Looking up symptoms against reference material is fast and reliable for software, but the diagnosis rests with the clinician.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2224",
    "occupationId": null
  },
  {
    "taskId": "uk-2224-T-07261",
    "score": 35,
    "band": "low",
    "range": [
      28,
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    ],
    "d": [
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      0,
      1,
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      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Professional discussions about treatment can be prepared in writing, but the exchange itself is between colleagues.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2224",
    "occupationId": null
  },
  {
    "taskId": "uk-2224-T-10925",
    "score": 20,
    "band": "low",
    "range": [
      13,
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    "d": [
      2,
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      0,
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      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can structure questions and write up answers, but families open up to a person sitting with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6135",
    "occupationId": null
  },
  {
    "taskId": "uk-2224-T-13308",
    "score": 10,
    "band": "minimal",
    "range": [
      3,
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    ],
    "d": [
      1,
      2,
      2,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Noticing that something is wrong with someone requires watching them in real settings over time.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2224",
    "occupationId": null
  },
  {
    "taskId": "uk-2224-T-15025",
    "score": 24,
    "band": "low",
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      17,
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    ],
    "d": [
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      2
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    "unstable": false,
    "rationale": "Action plans can be drafted, but they only work when agreed with the person who has to follow them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2224",
    "occupationId": null
  },
  {
    "taskId": "uk-2224-T-17523",
    "score": 37,
    "band": "low",
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      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Spotting who else should be involved is fairly routine, but the referral goes out in the clinician's own name.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2224",
    "occupationId": null
  },
  {
    "taskId": "uk-2224-T-21808",
    "score": 56,
    "band": "partial",
    "range": [
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    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Assessment reports follow a set structure software drafts well, though the qualified clinician must stand behind them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2224",
    "occupationId": null
  },
  {
    "taskId": "uk-2224-T-00456",
    "score": 10,
    "band": "minimal",
    "range": [
      3,
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    ],
    "d": [
      1,
      1,
      2,
      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Helping a group through a crisis depends on being present and trusted at the time.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2224",
    "occupationId": null
  },
  {
    "taskId": "uk-2224-T-03653",
    "score": 16,
    "band": "minimal",
    "range": [
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    "d": [
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Families raise worries with someone they know and trust, and those conversations turn on how they are handled live.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2224",
    "occupationId": null
  },
  {
    "taskId": "uk-2224-T-06902",
    "score": 75,
    "band": "high",
    "range": [
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    ],
    "d": [
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      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Designing training programmes is well-documented course-writing work software handles strongly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2224",
    "occupationId": null
  },
  {
    "taskId": "uk-2224-T-11645",
    "score": 75,
    "band": "high",
    "range": [
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    "d": [
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      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping records accurate is routine screen work software does reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4159",
    "occupationId": null
  },
  {
    "taskId": "uk-2224-T-15024",
    "score": 26,
    "band": "low",
    "range": [
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    ],
    "d": [
      2,
      0,
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      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Service planning needs local knowledge and agreement between professionals, though drafts can be written for you.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Reading back through case records to see what worked is well-structured analysis that current tools handle well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2224",
    "occupationId": null
  },
  {
    "taskId": "uk-2224-T-20025",
    "score": 21,
    "band": "low",
    "range": [
      14,
      28
    ],
    "d": [
      2,
      0,
      2,
      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Treatment plans can be reviewed on paper, but supervision works through an experienced clinician’s relationship with the therapist.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2224",
    "occupationId": null
  },
  {
    "taskId": "uk-2224-T-21307",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      2,
      4,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Play and drawing work happens physically alongside a young child.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2224",
    "occupationId": null
  },
  {
    "taskId": "uk-2224-T-21927",
    "score": 66,
    "band": "high",
    "range": [
      62,
      70
    ],
    "d": [
      3,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Assessment letters and treatment reviews are structured documents that current tools draft well, with the therapist checking them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2224",
    "occupationId": null
  },
  {
    "taskId": "uk-2224-T-02330",
    "score": 28,
    "band": "low",
    "range": [
      21,
      35
    ],
    "d": [
      2,
      0,
      0,
      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Professional networks are built person to person over time, though introductions and follow-ups can be drafted.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2224",
    "occupationId": null
  },
  {
    "taskId": "uk-2224-T-12948",
    "score": 18,
    "band": "minimal",
    "range": [
      11,
      25
    ],
    "d": [
      2,
      1,
      1,
      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Support plans are agreed in the room with families, and much of what matters to them is never written down.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2224",
    "occupationId": null
  },
  {
    "taskId": "uk-2224-T-14511",
    "score": 13,
    "band": "minimal",
    "range": [
      6,
      20
    ],
    "d": [
      1,
      0,
      2,
      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Overseeing other therapists depends on professional judgement and their confidence in the person supervising.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2224",
    "occupationId": null
  },
  {
    "taskId": "uk-2224-T-17088",
    "score": 3,
    "band": "minimal",
    "range": [
      0,
      7
    ],
    "d": [
      0,
      0,
      2,
      3,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Supervision holds a named practitioner accountable for their own casework, so there is nothing here to hand over.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2224",
    "occupationId": null
  },
  {
    "taskId": "uk-2224-T-18963",
    "score": 3,
    "band": "minimal",
    "range": [
      0,
      7
    ],
    "d": [
      0,
      0,
      2,
      3,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Taking a difficult case to a supervisor is the practitioner's own professional obligation and depends on that working relationship.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2224",
    "occupationId": null
  },
  {
    "taskId": "uk-2224-T-20451",
    "score": 30,
    "band": "low",
    "range": [
      23,
      37
    ],
    "d": [
      2,
      1,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Teaching professionals about group behaviour needs a tutor in the room, though the material is well documented.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2224",
    "occupationId": null
  },
  {
    "taskId": "uk-2224-T-02770",
    "score": 30,
    "band": "low",
    "range": [
      23,
      37
    ],
    "d": [
      2,
      1,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Running training sessions requires a trainer with the group, even though the content is easy to prepare.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2224",
    "occupationId": null
  },
  {
    "taskId": "uk-2224-T-13763",
    "score": 14,
    "band": "minimal",
    "range": [
      7,
      21
    ],
    "d": [
      2,
      3,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Planning can be drafted from notes, but the watching itself means being present while children play.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6111",
    "occupationId": null
  },
  {
    "taskId": "uk-2224-T-18539",
    "score": 83,
    "band": "very high",
    "range": [
      79,
      87
    ],
    "d": [
      3,
      0,
      0,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Reviewing published research and theory is reading and summarising, which AI does quickly and thoroughly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:36.798Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3229",
    "occupationId": null
  },
  {
    "taskId": "uk-2224-T-19730",
    "score": 83,
    "band": "very high",
    "range": [
      79,
      87
    ],
    "d": [
      3,
      0,
      0,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping up with published research and practice trends is one of the strongest uses of current tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2224",
    "occupationId": null
  },
  {
    "taskId": "uk-2224-T-00046",
    "score": 23,
    "band": "low",
    "range": [
      11,
      35
    ],
    "d": [
      1,
      0,
      0,
      2,
      2
    ],
    "confidence": "low",
    "unstable": false,
    "rationale": "Hitting service targets depends on the caseload and setting in front of the therapist rather than on anything documented.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2224",
    "occupationId": null
  },
  {
    "taskId": "uk-2224-T-16488",
    "score": 53,
    "band": "partial",
    "range": [
      46,
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    ],
    "d": [
      3,
      0,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Careers information is well documented, though people often want to talk it through.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7219",
    "occupationId": null
  },
  {
    "taskId": "uk-2225-T-01561",
    "score": 16,
    "band": "minimal",
    "range": [
      9,
      23
    ],
    "d": [
      2,
      1,
      3,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Psychometric testing and direct observation must be carried out by a qualified practitioner, though scoring and write-up are increasingly automated.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:32:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2225",
    "occupationId": null
  },
  {
    "taskId": "uk-2225-T-06332",
    "score": 22,
    "band": "low",
    "range": [
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    ],
    "d": [
      2,
      0,
      3,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Drafting a treatment plan is easy; deciding and carrying it out for a specific patient stays with the registered psychologist.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:32:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2225",
    "occupationId": null
  },
  {
    "taskId": "uk-2225-T-00349",
    "score": 16,
    "band": "minimal",
    "range": [
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    "d": [
      2,
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      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Many psychological tests are already computer-delivered and scored, but they must be administered and interpreted by a qualified practitioner.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:32:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2225",
    "occupationId": null
  },
  {
    "taskId": "uk-2225-T-00844",
    "score": 75,
    "band": "high",
    "range": [
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    ],
    "d": [
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Comparing outcome data across treatments is straightforward analysis, and nothing about doing it needs the psychologist personally.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:32:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2225",
    "occupationId": null
  },
  {
    "taskId": "uk-2225-T-01811",
    "score": 22,
    "band": "low",
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    ],
    "d": [
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      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Working out what someone needs and designing their therapy is the registered psychologist's clinical decision, informed by conversation with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:32:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2225",
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  },
  {
    "taskId": "uk-2225-T-03464",
    "score": 13,
    "band": "minimal",
    "range": [
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    ],
    "d": [
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      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "People disclose more to a psychologist they trust, and formal testing has to be run by a qualified practitioner.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:32:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2225",
    "occupationId": null
  },
  {
    "taskId": "uk-2225-T-06410",
    "score": 27,
    "band": "low",
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    ],
    "d": [
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      0,
      3,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "A plan can be drafted from notes, but choosing psychological treatment for a specific person is the registered psychologist's own clinical decision.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:32:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2225",
    "occupationId": null
  },
  {
    "taskId": "uk-2225-T-07344",
    "score": 17,
    "band": "minimal",
    "range": [
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    ],
    "d": [
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      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Deciding whether a problem is physical or psychological, and naming the condition, is a diagnosis the registered psychologist makes and signs.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:32:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2225",
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  },
  {
    "taskId": "uk-2225-T-09718",
    "score": 22,
    "band": "low",
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    "d": [
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      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Pulling themes from interviews, tests and records can be assisted, but identifying the underlying problem is the qualified psychologist's judgement.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:32:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2225",
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  },
  {
    "taskId": "uk-2225-T-13146",
    "score": 48,
    "band": "partial",
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      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Tracking whether treatment is working is measurement and analysis that software handles well, with the psychologist judging what it means.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:32:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2225",
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  },
  {
    "taskId": "uk-2225-T-00283",
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    "d": [
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    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Changing a treatment programme as a patient progresses is a clinical decision the registered psychologist makes and remains answerable for.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:32:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2225",
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  },
  {
    "taskId": "uk-2225-T-00404",
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    "band": "low",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "What counselling offers is well documented and easy to explain in writing, but people decide to try it through conversation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:32:05Z",
    "keyingScheme": "text+occupation",
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  },
  {
    "taskId": "uk-2225-T-01293",
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    "band": "minimal",
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    "d": [
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    "confidence": "high",
    "unstable": false,
    "rationale": "Psychotherapy and hypnosis work through the relationship with the patient, and delivering them here is the registered psychologist's own clinical act.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:32:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2225",
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  },
  {
    "taskId": "uk-2225-T-01775",
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    "band": "minimal",
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    "d": [
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      3,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Judging whether someone might harm themselves or others rests with the registered psychologist and depends on what the person reveals face to face.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:32:05Z",
    "keyingScheme": "text+occupation",
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  },
  {
    "taskId": "uk-2225-T-04192",
    "score": 13,
    "band": "minimal",
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    ],
    "d": [
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      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Structured questionnaires can be scored automatically, but a proper assessment is a regulated clinical judgement made with the person present.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2225",
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  },
  {
    "taskId": "uk-2225-T-06095",
    "score": 27,
    "band": "low",
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    ],
    "d": [
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      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Choosing which therapy suits a patient's condition is a clinical decision that the registered psychologist makes and is answerable for.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:32:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2225",
    "occupationId": null
  },
  {
    "taskId": "uk-2225-T-06777",
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    "band": "low",
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    "d": [
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      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "A formulation can be drafted from notes, but it is a registered psychologist judgement about a particular person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2225",
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  },
  {
    "taskId": "uk-2225-T-07401",
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    "band": "high",
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    ],
    "d": [
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      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Notes on treatment and progress follow a familiar pattern and can be drafted automatically for the psychologist to check and approve.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:32:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2225",
    "occupationId": null
  },
  {
    "taskId": "uk-2225-T-09390",
    "score": 8,
    "band": "minimal",
    "range": [
      4,
      12
    ],
    "d": [
      1,
      0,
      2,
      4,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Insight develops through trusted conversation over time, and a person's willingness to look at themselves depends on who is asking.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:32:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2225",
    "occupationId": null
  },
  {
    "taskId": "uk-2225-T-13093",
    "score": 27,
    "band": "low",
    "range": [
      20,
      34
    ],
    "d": [
      2,
      0,
      3,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Changing a treatment plan when someone's mental state shifts is a clinical decision the registered psychologist has to make and own.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:32:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2225",
    "occupationId": null
  },
  {
    "taskId": "uk-2225-T-13875",
    "score": 8,
    "band": "minimal",
    "range": [
      4,
      12
    ],
    "d": [
      1,
      0,
      3,
      4,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Therapy for mental health conditions is delivered by the registered clinical psychologist, and it works through the relationship built with the person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:32:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2225",
    "occupationId": null
  },
  {
    "taskId": "uk-2225-T-15122",
    "score": 22,
    "band": "low",
    "range": [
      15,
      29
    ],
    "d": [
      2,
      0,
      3,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Plans can be drafted, but agreeing the psychological treatment with colleagues and owning it falls to the registered psychologist.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:32:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2225",
    "occupationId": null
  },
  {
    "taskId": "uk-2225-T-00450",
    "score": 13,
    "band": "minimal",
    "range": [
      6,
      20
    ],
    "d": [
      1,
      0,
      2,
      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Families work through problems with someone they trust, and the useful detail usually comes out in conversation rather than from records.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:32:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2225",
    "occupationId": null
  },
  {
    "taskId": "uk-2225-T-03310",
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    "band": "minimal",
    "range": [
      5,
      19
    ],
    "d": [
      1,
      1,
      1,
      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Working with doctors, nurses and other therapists on a patient depends on live professional relationships and shared judgement rather than paperwork.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:32:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2225",
    "occupationId": null
  },
  {
    "taskId": "uk-2225-T-04548",
    "score": 31,
    "band": "low",
    "range": [
      24,
      38
    ],
    "d": [
      2,
      0,
      3,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Looking symptoms up in reference material is quick and easy; making the diagnosis remains the qualified psychologist's decision.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:32:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2225",
    "occupationId": null
  },
  {
    "taskId": "uk-2225-T-07261",
    "score": 35,
    "band": "low",
    "range": [
      28,
      42
    ],
    "d": [
      2,
      0,
      1,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Talking through treatments with other professionals is a two-way exchange of judgement, though the background material can be prepared automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:32:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2225",
    "occupationId": null
  },
  {
    "taskId": "uk-2225-T-10925",
    "score": 31,
    "band": "low",
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      24,
      38
    ],
    "d": [
      2,
      0,
      1,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Structured history questions can be asked digitally, but people tend to give fuller accounts of their lives to a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:32:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2225",
    "occupationId": null
  },
  {
    "taskId": "uk-2225-T-13308",
    "score": 5,
    "band": "minimal",
    "range": [
      0,
      12
    ],
    "d": [
      1,
      2,
      3,
      2,
      1
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Spotting difficulties by watching someone in real settings needs a trained observer present, and the conclusions are the psychologist's.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:32:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2225",
    "occupationId": null
  },
  {
    "taskId": "uk-2225-T-15025",
    "score": 24,
    "band": "low",
    "range": [
      17,
      31
    ],
    "d": [
      2,
      0,
      1,
      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Plans for study or work goals can be drafted, but people commit to them through conversation with someone they trust.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:32:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2225",
    "occupationId": null
  },
  {
    "taskId": "uk-2225-T-16789",
    "score": 8,
    "band": "minimal",
    "range": [
      4,
      12
    ],
    "d": [
      1,
      0,
      2,
      4,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Support for a distressed person and their family is carried by the relationship itself, which needs a human on the other side.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:32:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2225",
    "occupationId": null
  },
  {
    "taskId": "uk-2225-T-17523",
    "score": 48,
    "band": "partial",
    "range": [
      41,
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    ],
    "d": [
      3,
      0,
      2,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Referral letters draft easily, but deciding someone needs another practitioner is a clinical judgement made by the qualified psychologist.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:32:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2225",
    "occupationId": null
  },
  {
    "taskId": "uk-2225-T-21808",
    "score": 56,
    "band": "partial",
    "range": [
      49,
      63
    ],
    "d": [
      3,
      0,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Assessment reports follow a standard structure and draft well, but the clinical opinion inside them must come from the psychologist.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:32:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2225",
    "occupationId": null
  },
  {
    "taskId": "uk-2225-T-00456",
    "score": 10,
    "band": "minimal",
    "range": [
      3,
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    ],
    "d": [
      1,
      1,
      2,
      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Helping a group through a crisis depends on reading the room live and being trusted by the people in it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:32:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2225",
    "occupationId": null
  },
  {
    "taskId": "uk-2225-T-03910",
    "score": 43,
    "band": "partial",
    "range": [
      36,
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    ],
    "d": [
      2,
      1,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Research design and analysis are well supported by tools, though gathering the data needs people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2211",
    "occupationId": null
  },
  {
    "taskId": "uk-2225-T-06293",
    "score": 43,
    "band": "partial",
    "range": [
      36,
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    ],
    "d": [
      2,
      0,
      1,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Designing and reviewing a service is largely analysis and writing, which software drafts well, though local knowledge shapes the final decisions.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:32:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2225",
    "occupationId": null
  },
  {
    "taskId": "uk-2225-T-06902",
    "score": 64,
    "band": "high",
    "range": [
      57,
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    ],
    "d": [
      3,
      0,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Training programmes and materials are well-documented work that software drafts quickly, with staff tailoring them to the service.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:32:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2225",
    "occupationId": null
  },
  {
    "taskId": "uk-2225-T-15024",
    "score": 26,
    "band": "low",
    "range": [
      19,
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    ],
    "d": [
      2,
      0,
      2,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Service programmes can be drafted from templates, but accreditation rules and local realities mean qualified staff shape the final plan together.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:32:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2225",
    "occupationId": null
  },
  {
    "taskId": "uk-2225-T-15582",
    "score": 31,
    "band": "low",
    "range": [
      24,
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    ],
    "d": [
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      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Legal reports draft well from structured material, but the opinion has to be the qualified psychologist's and is signed by them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:32:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2225",
    "occupationId": null
  },
  {
    "taskId": "uk-2225-T-16501",
    "score": 15,
    "band": "minimal",
    "range": [
      8,
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    ],
    "d": [
      2,
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      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Written guidance is easy to produce, but shifting how a clinical team works depends on trusted conversations with colleagues.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2225",
    "occupationId": null
  },
  {
    "taskId": "uk-2225-T-18663",
    "score": 66,
    "band": "high",
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      62,
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    "d": [
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      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Reading through medical and family records to pull out what matters is document work that software already does quickly and accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:32:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2225",
    "occupationId": null
  },
  {
    "taskId": "uk-2225-T-21334",
    "score": 65,
    "band": "high",
    "range": [
      58,
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    "d": [
      2,
      0,
      0,
      0,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Finding and summarising relevant research is a real strength of AI, though deciding what to change in your own practice is personal.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2225",
    "occupationId": null
  },
  {
    "taskId": "uk-2225-T-00060",
    "score": 3,
    "band": "minimal",
    "range": [
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    ],
    "d": [
      0,
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      4,
      3,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Only a named, qualified person can be sworn in and questioned as an expert; a court will not take evidence from software.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:32:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2225",
    "occupationId": null
  },
  {
    "taskId": "uk-2225-T-02133",
    "score": 64,
    "band": "high",
    "range": [
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    ],
    "d": [
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      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Keeping up with developments in the field is reading and summarising, which software does quickly, though conferences also build contacts.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:32:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2225",
    "occupationId": null
  },
  {
    "taskId": "uk-2225-T-04261",
    "score": 56,
    "band": "partial",
    "range": [
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    ],
    "d": [
      3,
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      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Workplace risk assessments follow published templates and standards, though someone has to walk round and look at the actual premises.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:32:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2225",
    "occupationId": null
  },
  {
    "taskId": "uk-2225-T-04739",
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    "band": "low",
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    "d": [
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      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Scheduling and chasing specialists is easy to automate, but keeping busy professionals aligned still takes personal contact.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:32:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2225",
    "occupationId": null
  },
  {
    "taskId": "uk-2225-T-07113",
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    "band": "minimal",
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    ],
    "d": [
      1,
      1,
      3,
      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Guiding staff and trainees through assessments depends on live judgement, and the registered psychologist remains accountable for the assessment work they direct.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:32:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2225",
    "occupationId": null
  },
  {
    "taskId": "uk-2225-T-11737",
    "score": 81,
    "band": "very high",
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    ],
    "d": [
      4,
      0,
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      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Client paperwork is structured and repetitive, and practice software already handles most of it with the psychologist checking.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:32:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2225",
    "occupationId": null
  },
  {
    "taskId": "uk-2225-T-13844",
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    "band": "partial",
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    ],
    "d": [
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      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Wellbeing programmes for the public follow well-documented material that can largely be written automatically, though delivering them well still involves an audience.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:32:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2225",
    "occupationId": null
  },
  {
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    "band": "low",
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    ],
    "d": [
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      1,
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      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Design, analysis and writing can be heavily assisted, but collecting data from participants and taking responsibility for the study stays human.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:32:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2225",
    "occupationId": null
  },
  {
    "taskId": "uk-2225-T-16493",
    "score": 9,
    "band": "minimal",
    "range": [
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    ],
    "d": [
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      0,
      3,
      3,
      1
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Supervising a less experienced therapist's clinical work has to come from a qualified psychologist who carries responsibility for the cases discussed.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:32:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2225",
    "occupationId": null
  },
  {
    "taskId": "uk-2225-T-16502",
    "score": 26,
    "band": "low",
    "range": [
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    ],
    "d": [
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      0,
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      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Advising doctors on the psychological side of a case is a professional-to-professional conversation that relies on the psychologist's experience.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:32:05Z",
    "keyingScheme": "text+occupation",
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    "unstable": false,
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    "keyingScheme": "text+occupation",
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  },
  {
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    "keyingScheme": "text+occupation",
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  },
  {
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    "d": [
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    "confidence": "high",
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    "rationale": "Passing information to colleagues, agencies and universities is written communication that can be drafted and sent automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2225",
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  },
  {
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    "score": 83,
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    "d": [
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Research writing follows established conventions with a huge published literature to draw on, so drafts come easily and need checking.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  },
  {
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    "d": [
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    "unstable": false,
    "rationale": "Public prevention talks draw on well-known material that can be written automatically, though someone still has to stand up and deliver it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:32:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2225",
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  },
  {
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    "d": [
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Supervision works through a trusted working relationship, and the supervisor carries responsibility for the work being discussed.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
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    "rationale": "Outreach material can be prepared automatically, but running sessions in schools and workplaces means turning up and engaging an audience.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
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    "confidence": "high",
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    "rationale": "A court will only accept an opinion on someone's psychological competence from a qualified, named psychologist who assessed them personally.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
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      3
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    "unstable": false,
    "rationale": "Careers and course information is public and well documented, so it can be assembled automatically, though people often want it explained.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:32:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2225",
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  },
  {
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    "d": [
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      1,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Explaining what counselling can offer is well-documented ground, though people decide after talking it through with someone.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2226",
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  {
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    "d": [
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      2
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    "unstable": false,
    "rationale": "Psychometric testing and direct observation of a client must be carried out by a registered psychologist, in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "A trusting relationship between two people is the thing being asked for here, so there is nothing to take over.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2226",
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  {
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    "confidence": "high",
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    "rationale": "People open up to someone they trust who is listening in real time, and that cannot be delegated to a tool.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "rationale": "Families act on plans they have shaped in conversation with someone they trust, and much of the picture is never written down.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "unstable": false,
    "rationale": "Some of this is form-filling, but psychological tests are released only to people with recognised test-user training.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text+occupation",
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    "confidence": "high",
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    "rationale": "Keeping your own skills current is something only the person on the register can do, however good the learning materials get.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Change comes from someone the client trusts working alongside them, not from information they could look up themselves.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Breaking difficult news to a family is held together by the trust between them and the person telling them.",
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    "rationale": "Therapy works through the relationship between client and psychologist, which is the part software cannot supply.",
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    "rationale": "Joint planning happens in live discussion between qualified professionals who each carry responsibility for their part.",
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    "taskId": "uk-2226-T-07344",
    "score": 27,
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    "range": [
      23,
      31
    ],
    "d": [
      2,
      0,
      3,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Telling a physical cause from a psychological one and putting a name to it is a registered psychologist's own clinical decision.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2226",
    "occupationId": null
  },
  {
    "taskId": "uk-2226-T-10925",
    "score": 18,
    "band": "minimal",
    "range": [
      11,
      25
    ],
    "d": [
      2,
      1,
      1,
      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "People share difficult family and schooling history when they trust the person asking, and that trust is built in the room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2226",
    "occupationId": null
  },
  {
    "taskId": "uk-2226-T-13146",
    "score": 48,
    "band": "partial",
    "range": [
      41,
      55
    ],
    "d": [
      3,
      0,
      2,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Outcome data is usually already recorded and analysing it is well suited to software, though the clinical read stays with the psychologist.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2226",
    "occupationId": null
  },
  {
    "taskId": "uk-2226-T-15025",
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    "band": "low",
    "range": [
      17,
      31
    ],
    "d": [
      2,
      0,
      1,
      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Plans only stick when they are agreed with the person face to face, and what will actually work for them is rarely written down.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2226",
    "occupationId": null
  },
  {
    "taskId": "uk-2226-T-18171",
    "score": 72,
    "band": "high",
    "range": [
      68,
      76
    ],
    "d": [
      3,
      0,
      1,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Reading and digesting new literature is one of the things current tools do best, with abundant published material to work from.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2226",
    "occupationId": null
  },
  {
    "taskId": "uk-2226-T-01293",
    "score": 6,
    "band": "minimal",
    "range": [
      2,
      10
    ],
    "d": [
      1,
      1,
      2,
      4,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Therapy and hypnosis work through the relationship between two people in the room, which is the treatment rather than a step in it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2226",
    "occupationId": null
  },
  {
    "taskId": "uk-2226-T-04548",
    "score": 40,
    "band": "partial",
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      36,
      44
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    "d": [
      3,
      0,
      3,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Matching symptoms against reference criteria suits software well, but the diagnosis itself has to be made and owned by the registered psychologist.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2226",
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  },
  {
    "taskId": "uk-2226-T-07261",
    "score": 31,
    "band": "low",
    "range": [
      24,
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    ],
    "d": [
      2,
      0,
      1,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Discussion across services depends on live give and take, though the background material behind it is easy to prepare.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2226",
    "occupationId": null
  },
  {
    "taskId": "uk-2226-T-11737",
    "score": 66,
    "band": "high",
    "range": [
      62,
      70
    ],
    "d": [
      3,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping client paperwork in order is exactly the sort of structured work software already handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2226",
    "occupationId": null
  },
  {
    "taskId": "uk-2226-T-15024",
    "score": 26,
    "band": "low",
    "range": [
      19,
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    ],
    "d": [
      2,
      0,
      2,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Service plans can be drafted, but accreditation and agreement with professional staff need qualified people in the discussion.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2226",
    "occupationId": null
  },
  {
    "taskId": "uk-2226-T-17088",
    "score": 3,
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    "range": [
      0,
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    "d": [
      0,
      0,
      3,
      3,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Supervision exists to keep a named registered psychologist accountable for their own practice, so there is nothing here to hand over.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2226",
    "occupationId": null
  },
  {
    "taskId": "uk-2226-T-18663",
    "score": 66,
    "band": "high",
    "range": [
      62,
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    ],
    "d": [
      3,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Pulling the key points out of medical and family records is close to routine for software, with the psychologist checking what it produced.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2226",
    "occupationId": null
  },
  {
    "taskId": "uk-2226-T-20999",
    "score": 50,
    "band": "partial",
    "range": [
      43,
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    ],
    "d": [
      2,
      0,
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      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Analysis and writing are well supported, but advancing knowledge still needs a named researcher who designs and stands behind the study.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2226",
    "occupationId": null
  },
  {
    "taskId": "uk-2226-T-01764",
    "score": 7,
    "band": "minimal",
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      3,
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    ],
    "d": [
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      2,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "A health needs assessment has to be carried out by a registered practitioner, and it means seeing the person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2226",
    "occupationId": null
  },
  {
    "taskId": "uk-2226-T-06902",
    "score": 83,
    "band": "very high",
    "range": [
      79,
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    ],
    "d": [
      3,
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      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Designing staff and student training is well-documented writing work with plenty of published material to build on.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2226",
    "occupationId": null
  },
  {
    "taskId": "uk-2226-T-13308",
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    "d": [
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      1
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Noticing that something is wrong with someone comes from watching them over time in real settings, which needs a person present.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2226",
    "occupationId": null
  },
  {
    "taskId": "uk-2226-T-15041",
    "score": 38,
    "band": "low",
    "range": [
      31,
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    ],
    "d": [
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      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Design and analysis are well supported by current tools, though ethics approval and data collection need a named researcher.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
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  },
  {
    "taskId": "uk-2226-T-16502",
    "score": 26,
    "band": "low",
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    ],
    "d": [
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      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Written psychological advice to colleagues can be drafted, though doctors act on it because a named professional stands behind it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2226",
    "occupationId": null
  },
  {
    "taskId": "uk-2226-T-17523",
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    "band": "low",
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      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Spotting who else should be involved is fairly mechanical, but the referral goes out in the name of a qualified clinician.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
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  },
  {
    "taskId": "uk-2226-T-19970",
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      3,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Trainees can only be supervised and signed off by a registered psychologist who takes responsibility for their practice.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  },
  {
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    "score": 66,
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      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Drafting a research paper is well within current tools, though journals require a named human author who stands behind it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
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  },
  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Scheduling and chasing can be automated, but getting busy clinicians to agree a plan still takes real conversations.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Courts accept these opinions because a registered psychologist is personally answerable for them, so the judgement cannot be handed over.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2226",
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  },
  {
    "taskId": "uk-2226-T-19484",
    "score": 56,
    "band": "partial",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Preparing and sharing information across organisations is routine document work, subject to normal confidentiality checks.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
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  },
  {
    "taskId": "uk-2226-T-04160",
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Materials can be prepared easily, but outreach means turning up at schools and businesses and talking to people there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
    "taskId": "uk-2226-T-07113",
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      2,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Trainees can only be signed off on assessment work by a registered psychologist watching how they actually do it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
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  },
  {
    "taskId": "uk-2226-T-13844",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The content is easy to prepare, but community sessions mean being there in person with the group.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
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  },
  {
    "taskId": "uk-2226-T-16593",
    "score": 11,
    "band": "minimal",
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    "d": [
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Tribunals hear from a registered psychologist who is answerable for the opinion given and can be questioned on it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2226",
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  },
  {
    "taskId": "uk-2226-T-16709",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The material is easy to prepare, but a public talk means standing in front of people and answering what they ask.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2226",
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  },
  {
    "taskId": "uk-2226-T-16488",
    "score": 58,
    "band": "partial",
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    "d": [
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Careers information is abundant and public, so producing tailored guidance is well within current tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2226",
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  },
  {
    "taskId": "uk-2226-T-01553",
    "score": 8,
    "band": "minimal",
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    "d": [
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      3,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Only a registered educational psychologist can give the psychological advice councils rely on, and the assessment depends on working directly with the child.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:30:17Z",
    "keyingScheme": "text+occupation",
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  },
  {
    "taskId": "uk-2226-T-06552",
    "score": 30,
    "band": "low",
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    "d": [
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      0,
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      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Education plans follow documented templates software drafts well, though agreeing them with teachers is a professional conversation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2226",
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  },
  {
    "taskId": "uk-2226-T-20145",
    "score": 10,
    "band": "minimal",
    "range": [
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    ],
    "d": [
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Supporting a child's emotional development happens through a relationship with that child, not through generated material.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
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  },
  {
    "taskId": "uk-2226-T-01586",
    "score": 8,
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    "d": [
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    "keyingScheme": "text-only",
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    "rationale": "Classroom management material is well documented and can be prepared automatically, though delivering training works better in person.",
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    "rationale": "Judging whether a service works from its own data is analysis software handles quickly and reliably.",
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    "rationale": "Case meetings work because named professionals turn up, answer questions and commit to actions on the spot.",
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    "rationale": "Matching a student to the right service follows documented criteria software can apply, with a professional making the referral.",
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    "rationale": "Policy advice draws on published evidence software can gather and write up to a usable standard.",
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    "rationale": "Building tolerance and understanding across a school community is led by a person people know and respond to.",
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    "rationale": "Only a person can be sworn in, questioned by barristers and held to the court's duties, so this cannot be handed over.",
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    "keyingScheme": "text+occupation",
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    "confidence": "medium",
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    "rationale": "Profiling rests on case detail police hold privately and on experience that is rarely written down, and forces use approved advisers.",
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    "scoredUnderOccupationId": "uk-soc-2229",
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  },
  {
    "taskId": "uk-2229-T-12005",
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      77,
      85
    ],
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      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Client records are structured data, and keeping them current is already largely software work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:32:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2229",
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  },
  {
    "taskId": "uk-2229-T-17523",
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      41,
      55
    ],
    "d": [
      3,
      0,
      2,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Referral letters draft easily, but deciding a patient needs another clinician is a qualified practitioner's judgement.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2229",
    "occupationId": null
  },
  {
    "taskId": "uk-2229-T-00594",
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    "band": "partial",
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      46,
      60
    ],
    "d": [
      3,
      0,
      2,
      1,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Medicine timings and interactions are published in detail and easy to look up, though a qualified practitioner should give the advice.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:32:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2229",
    "occupationId": null
  },
  {
    "taskId": "uk-2229-T-02568",
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    "band": "very high",
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      89,
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    ],
    "d": [
      4,
      0,
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Invoices, bookings, correspondence and filing for a small practice are exactly the routine tasks software now handles end to end.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:32:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2229",
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  },
  {
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      77,
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      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Self-employed bookkeeping runs on well-defined rules and existing software, with an accountant checking the year-end position.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:32:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2229",
    "occupationId": null
  },
  {
    "taskId": "uk-2229-T-17374",
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    "band": "very high",
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      84,
      92
    ],
    "d": [
      4,
      0,
      1,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Logging sessions and treatments is routine record-keeping that practice software already handles.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:47:26.767Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2229",
    "occupationId": null
  },
  {
    "taskId": "uk-2229-T-21740",
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      0,
      19
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    "d": [
      1,
      3,
      1,
      0,
      2
    ],
    "confidence": "low",
    "unstable": false,
    "rationale": "Following standard operating procedures means behaving correctly in a physical workplace, which is not something software does for you.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2229",
    "occupationId": null
  },
  {
    "taskId": "uk-2229-T-03912",
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      7
    ],
    "d": [
      1,
      2,
      3,
      4,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "The session works because a registered therapist is present with the client; that relationship is the treatment.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:25:36.532Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-2229-T-01556",
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      12
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    "d": [
      1,
      2,
      2,
      3,
      1
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Judging need from how someone draws or sculpts depends on watching them make it, in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:47:26.767Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2229",
    "occupationId": null
  },
  {
    "taskId": "uk-2229-T-01810",
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      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Working out what a client needs relies on meeting them, though assessment frameworks are documented.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:47:26.767Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2229",
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  },
  {
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      2,
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      4,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Communicating through shared creative experience needs a real person on the other side of it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:47:26.767Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2229",
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  },
  {
    "taskId": "uk-2229-T-07477",
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      25,
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      1,
      1,
      3
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    "unstable": false,
    "rationale": "Applying professional knowledge to practice draws on published theory that software can summarise, but judgement stays with the therapist.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:47:26.767Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2229",
    "occupationId": null
  },
  {
    "taskId": "uk-2229-T-01757",
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    "d": [
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      0,
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    "confidence": "medium",
    "unstable": false,
    "rationale": "People explain what they really need when someone listens well, so the conversation itself is most of this work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:32:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2229",
    "occupationId": null
  },
  {
    "taskId": "uk-2229-T-03429",
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    "confidence": "medium",
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    "rationale": "Pulling together notes, observations and interview answers is largely reading and organising information.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:47:26.767Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2229",
    "occupationId": null
  },
  {
    "taskId": "uk-2229-T-05786",
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      19,
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      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Planning a session can be drafted from notes, but the design depends on knowing this particular client.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2229",
    "occupationId": null
  },
  {
    "taskId": "uk-2229-T-07665",
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    "d": [
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      3,
      1
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Helping someone unpack their own artwork happens live, in conversation with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2229",
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  },
  {
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Writing up what happened is straightforward, but noticing it requires being in the room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:25:36.532Z",
    "keyingScheme": "text-only",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Goals are agreed with the client in conversation, so the client's own voice drives the result.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2229",
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  },
  {
    "taskId": "uk-2229-T-00844",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Comparing outcome data across treatments is straightforward analysis that software does quickly and well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:32:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2229",
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  },
  {
    "taskId": "uk-2229-T-02357",
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    ],
    "d": [
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      1,
      4,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Building trust with a person is the relationship itself and cannot be produced by a machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:47:26.767Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2229",
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  {
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      3
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    "unstable": false,
    "rationale": "A plan can be drafted from the client's history, with a qualified practitioner checking and taking responsibility for it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2229",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Encouraging someone to try new materials happens in the moment, with the person there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2229",
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  {
    "taskId": "uk-2229-T-10702",
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Showing someone how to handle paint or clay means being there with the materials and their hands.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:25:36.532Z",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Feedback on behaviour and attitude only works if the client trusts the person giving it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:32:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2229",
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  {
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    "rationale": "Pulling client information together into recommendations is analysis of written records, which software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Rapport is built by a person noticing and acknowledging progress; it cannot be handed to software.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Agreeing a treatment plan with the wider team is professional discussion, though the written plan can be drafted.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "confidence": "medium",
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    "rationale": "Keeping a therapy room physically safe means being there and watching what happens.",
    "promptVersion": "task_scoring_v1.0",
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      3
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    "rationale": "Keeping records accurate and up to date is structured administrative work that software does reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The standards are published, but staying inside them is a duty carried personally by the practitioner.",
    "promptVersion": "task_scoring_v1.0",
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Finding and summarising published research is one of the things software is genuinely good at.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T02:00:49.005Z",
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    "rationale": "Turning session notes into a progress report is writing from records, which software drafts reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "unstable": false,
    "rationale": "Presenting assessment findings clearly is mostly writing up what has been recorded.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Cranial osteopathy is delivered by hand on the patient.",
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    "rationale": "Helping someone reflect on their feelings works through a live relationship with a registered therapist.",
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    "rationale": "Setting up instruments and the surgery for a patient is physical preparation, though the records part is routine.",
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      3
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    "promptVersion": "task_scoring_v1.0",
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      3
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      3
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    "rationale": "Manuals, slides and learning materials are exactly the kind of documents software now produces to a high standard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "modelId": "claude-opus-5",
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    "rationale": "Test results can be analysed by software, but gathering them and taking legal responsibility stays with the clinician.",
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    "rationale": "Measuring sight accurately means the patient and the tester in the same room working through charts and lenses together.",
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  {
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  {
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    "rationale": "Entering therapy data into an approved digital system is routine record-keeping software handles well.",
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    "rationale": "Revising a rehabilitation plan means listening to parents and carers and agreeing changes with them, though the paperwork can be drafted.",
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  {
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    "rationale": "Routing referrals to the right service follows documented criteria and is well suited to automation.",
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  {
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    "rationale": "Briefing colleagues works through professional trust built up with the people involved.",
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  {
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    "rationale": "Agreeing how many more sessions are needed is a joint decision made in conversation.",
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    "rationale": "Training material is easy to prepare, but delivering it to a room of teachers is a live job.",
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    "rationale": "Recording and processing data to legal standards is exactly what records systems are built for.",
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    "rationale": "Taking a difficult case to a supervisor works because a trusted, experienced colleague responds to it personally.",
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    "rationale": "Discharge plans follow a standard pattern and draft well, with a qualified practitioner confirming the person is ready.",
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    "rationale": "People open up about their feelings to someone they trust, and that relationship is the whole of this work.",
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    "rationale": "Judging whether someone might harm themselves or others depends on what they show a practitioner in person, and qualified people decide.",
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    "rationale": "Self-help information is already delivered digitally and by phone, so much of it is documented and repeatable.",
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    "taskId": "uk-2229-T-06931",
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      43
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      3
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  {
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      2,
      4,
      2
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    "rationale": "A therapy group works because people are in a room together with a facilitator they trust.",
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  {
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  },
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    "rationale": "Referral triage follows documented criteria, though a qualified practitioner carries the decision.",
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    "rationale": "Progress can be tracked automatically, but deciding to change someone's treatment is a qualified practitioner's judgement.",
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      4
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    "confidence": "high",
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    "rationale": "Explaining mental health and talking therapy basics draws on abundant published material.",
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  {
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    "rationale": "Case management supervision blends documented method with judgement discussed between practitioners.",
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  {
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  {
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    "rationale": "Designing a new service is partly desk work but depends on local knowledge and buy-in.",
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  {
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    "confidence": "medium",
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    "rationale": "Explaining a therapy plan is easy to draft, but patients commit to it through conversation with their therapist.",
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    "rationale": "Handling confidential information correctly is rule-following and record-keeping, which systems can enforce more consistently than people.",
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  {
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    "rationale": "Suitability decisions follow published criteria, though the practitioner is responsible for the judgement.",
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    "rationale": "People name what they want to change when someone listens carefully and follows up on what they say.",
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    "rationale": "Good working relationships with other staff are built face to face over time.",
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    "rationale": "Medication information is extensively published, though a qualified person must give it and patients want reassurance.",
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  {
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    "confidence": "medium",
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    "rationale": "Team meetings about patients run on live discussion between colleagues, though notes and actions can be written up automatically.",
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    "modelId": "claude-opus-5",
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  },
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    "rationale": "Typing up interviews and questionnaire scores is routine data entry that systems already handle.",
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    "rationale": "Return-to-work support relies on an ongoing relationship with someone who understands the person's situation.",
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    "rationale": "Drawing on clinical records to decide next steps is analysis of information already written down.",
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    "rationale": "Chasing and confirming consent from other professionals is administrative coordination.",
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    "rationale": "Bringing relatives into care decisions is a delicate live conversation that depends on knowing the family.",
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    "rationale": "Risk assessments follow standard templates and documented protocols, with occasional checks of the actual room.",
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    "rationale": "Clinical supervision works through a trusted relationship between two practitioners.",
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    "rationale": "Pointing someone to the right professional follows documented pathways and is largely information work.",
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    "rationale": "Following a code of conduct is about how a person behaves at work, not an output software can produce.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Getting housing, police and employers to act on a client's behalf depends on personal contacts and persistent follow-up conversations.",
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    "rationale": "Massage and holistic treatments are delivered by hand, with the client present.",
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    "rationale": "Training material on new protocols is easy to draft, though delivery and support happen with colleagues.",
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    "rationale": "Treating clients with varied health needs is hands-on work requiring judgement by touch.",
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    "rationale": "The requirements are documented and easy to check, but complying with them happens in the physical workplace.",
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    "rationale": "Lecture material is easy to prepare, but standing in front of a class is a live job.",
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    "rationale": "Bringing a baby into the world needs a trained midwife's hands in the room, which no software can supply.",
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    "rationale": "Listening for the baby's heartbeat needs a device held against the mother by someone present.",
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    "rationale": "Monitoring a pregnancy means regular in-person checks by a registered midwife, even though the readings themselves end up on a screen.",
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    ],
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    "unstable": false,
    "rationale": "The plan can be drafted from records, but delivering the care itself means being with the woman throughout.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2231",
    "occupationId": null
  },
  {
    "taskId": "uk-2231-T-16458",
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      5,
      13
    ],
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      2,
      3,
      2,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Antenatal appointments mix hands-on checks with conversation, and both need a registered midwife physically present.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2231",
    "occupationId": null
  },
  {
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    "band": "minimal",
    "range": [
      5,
      13
    ],
    "d": [
      1,
      2,
      3,
      2,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Postnatal care means examining mother and baby in person, so it cannot be handed to a computer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.435Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2231",
    "occupationId": null
  },
  {
    "taskId": "uk-2231-T-19685",
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      0,
      4
    ],
    "d": [
      0,
      4,
      3,
      2,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping a mother and baby safe in an emergency during birth is entirely hands-on work in the room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.435Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2231",
    "occupationId": null
  },
  {
    "taskId": "uk-2231-T-01420",
    "score": 48,
    "band": "partial",
    "range": [
      41,
      55
    ],
    "d": [
      3,
      1,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Organising education sessions is scheduling, booking and preparing materials, which software handles well once the local details are known.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2231",
    "occupationId": null
  },
  {
    "taskId": "uk-2231-T-04059",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      3,
      3,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "A home visit means physically going to the family and seeing how mother and baby are.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:29:29.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2231",
    "occupationId": null
  },
  {
    "taskId": "uk-2231-T-06314",
    "score": 13,
    "band": "minimal",
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      6,
      20
    ],
    "d": [
      2,
      2,
      3,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Drafting a care plan from records is straightforward for software, but carrying it out means being with the mother.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.435Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2231",
    "occupationId": null
  },
  {
    "taskId": "uk-2231-T-08620",
    "score": 34,
    "band": "low",
    "range": [
      27,
      41
    ],
    "d": [
      3,
      1,
      1,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Clear written instructions can be produced automatically, though checking someone has understood usually happens in conversation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:29:29.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2231",
    "occupationId": null
  },
  {
    "taskId": "uk-2231-T-09627",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      3,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Feeling for the baby's position is done by hand on the mother's abdomen.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:29:29.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2231",
    "occupationId": null
  },
  {
    "taskId": "uk-2231-T-11380",
    "score": 26,
    "band": "low",
    "range": [
      19,
      33
    ],
    "d": [
      2,
      1,
      1,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Summaries and handover letters can be produced automatically, though chasing and coordinating other services still involves people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:29:29.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2231",
    "occupationId": null
  },
  {
    "taskId": "uk-2231-T-12865",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      3,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Measuring the growing baby requires hands on the mother, so it cannot be done remotely.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:29:29.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2231",
    "occupationId": null
  },
  {
    "taskId": "uk-2231-T-13869",
    "score": 9,
    "band": "minimal",
    "range": [
      5,
      13
    ],
    "d": [
      1,
      1,
      1,
      4,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "After a loss, what helps is a real person the family trusts sitting with them, not information.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.435Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2231",
    "occupationId": null
  },
  {
    "taskId": "uk-2231-T-16455",
    "score": 5,
    "band": "minimal",
    "range": [
      1,
      9
    ],
    "d": [
      1,
      2,
      2,
      4,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Continuity means the same known midwife being there across the whole journey, which is the opposite of anything automated.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.435Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2231",
    "occupationId": null
  },
  {
    "taskId": "uk-2231-T-16672",
    "score": 7,
    "band": "minimal",
    "range": [
      0,
      14
    ],
    "d": [
      1,
      2,
      3,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Caring for families who need extra services mixes hands-on midwifery with coordination that depends on knowing local services.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.435Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2231",
    "occupationId": null
  },
  {
    "taskId": "uk-2231-T-16712",
    "score": 9,
    "band": "minimal",
    "range": [
      5,
      13
    ],
    "d": [
      1,
      2,
      3,
      2,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Primary care during and after pregnancy needs examinations and treatment carried out in person by a registered midwife.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.435Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2231",
    "occupationId": null
  },
  {
    "taskId": "uk-2231-T-21802",
    "score": 56,
    "band": "partial",
    "range": [
      49,
      63
    ],
    "d": [
      3,
      0,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Care plans follow familiar formats and can be drafted from the record, with a midwife making the final judgement.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:29:29.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2231",
    "occupationId": null
  },
  {
    "taskId": "uk-2231-T-01525",
    "score": 48,
    "band": "partial",
    "range": [
      41,
      55
    ],
    "d": [
      3,
      0,
      2,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Reviewing a care plan against the record is desk work software does well, though a registered midwife makes the judgement.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.435Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2231",
    "occupationId": null
  },
  {
    "taskId": "uk-2231-T-04162",
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      23
    ],
    "d": [
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      2,
      0,
      3,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Class material is easy to write, but new parents get most value from being in a room with someone experienced.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:29:29.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2231",
    "occupationId": null
  },
  {
    "taskId": "uk-2231-T-08210",
    "score": 66,
    "band": "high",
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      59,
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    ],
    "d": [
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      0,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Writing practice guidelines mainly means pulling together published evidence and national standards into a clear document.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.435Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2231",
    "occupationId": null
  },
  {
    "taskId": "uk-2231-T-09989",
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    "band": "minimal",
    "range": [
      0,
      11
    ],
    "d": [
      1,
      3,
      3,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Helping labour progress naturally is practical, hands-on support given at the bedside moment by moment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.435Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2231",
    "occupationId": null
  },
  {
    "taskId": "uk-2231-T-12307",
    "score": 23,
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      16,
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    "d": [
      2,
      1,
      2,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Coordinating extra care needs is largely planning and referral work, though the clinical judgement stays with a registered midwife.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.435Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2231",
    "occupationId": null
  },
  {
    "taskId": "uk-2231-T-16320",
    "score": 38,
    "band": "low",
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    ],
    "d": [
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      1,
      1,
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      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Balanced health information is abundant and well documented, so drafting it is easy, though delivering it warmly still helps.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.435Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2231",
    "occupationId": null
  },
  {
    "taskId": "uk-2231-T-16506",
    "score": 18,
    "band": "minimal",
    "range": [
      11,
      25
    ],
    "d": [
      2,
      1,
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      3,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Screening facts are documented, but families weigh worrying results with a midwife they trust sitting beside them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.435Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2231",
    "occupationId": null
  },
  {
    "taskId": "uk-2231-T-17317",
    "score": 88,
    "band": "very high",
    "range": [
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    ],
    "d": [
      4,
      0,
      1,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Entering patient details into records is routine documentation that software already does accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:29:29.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2231",
    "occupationId": null
  },
  {
    "taskId": "uk-2231-T-20174",
    "score": 30,
    "band": "low",
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      23,
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    ],
    "d": [
      2,
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      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Health promotion materials are easy to produce, but the persuading happens between people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:29:44.436Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2259",
    "occupationId": null
  },
  {
    "taskId": "uk-2231-T-01654",
    "score": 13,
    "band": "minimal",
    "range": [
      6,
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    ],
    "d": [
      2,
      2,
      3,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Some checks can be recorded digitally, but assessing a woman's condition needs a registered midwife present with her.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:29:29.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2231",
    "occupationId": null
  },
  {
    "taskId": "uk-2231-T-07732",
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    "band": "minimal",
    "range": [
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    ],
    "d": [
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      1,
      1,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping your own skills up to date is something a midwife does personally; software cannot learn on their behalf.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:29:29.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2231",
    "occupationId": null
  },
  {
    "taskId": "uk-2231-T-10726",
    "score": 18,
    "band": "minimal",
    "range": [
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    ],
    "d": [
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      2,
      1,
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      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Teaching materials are easy to produce, yet students learn birth practice by being shown at the bedside.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.435Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2231",
    "occupationId": null
  },
  {
    "taskId": "uk-2231-T-12262",
    "score": 40,
    "band": "partial",
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    ],
    "d": [
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      0,
      3,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Referral letters can be drafted automatically, but deciding a woman needs a doctor is the midwife's own call.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:29:29.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2231",
    "occupationId": null
  },
  {
    "taskId": "uk-2231-T-12894",
    "score": 0,
    "band": "minimal",
    "range": [
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    ],
    "d": [
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      1,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Blood pressure, pulse and temperature have to be measured on the person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:29:29.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2231",
    "occupationId": null
  },
  {
    "taskId": "uk-2231-T-16564",
    "score": 38,
    "band": "low",
    "range": [
      34,
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    ],
    "d": [
      3,
      1,
      1,
      2,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Family planning information is well documented and easy to produce, though many people prefer discussing it with a midwife.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:29:29.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2231",
    "occupationId": null
  },
  {
    "taskId": "uk-2231-T-16674",
    "score": 56,
    "band": "partial",
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    ],
    "d": [
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      0,
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      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Turning notes into a clear handover summary for other clinicians is exactly the kind of writing software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.435Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2231",
    "occupationId": null
  },
  {
    "taskId": "uk-2231-T-17321",
    "score": 61,
    "band": "high",
    "range": [
      57,
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    ],
    "d": [
      4,
      1,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Turning what a patient says into a structured record is documentation software already produces to a good standard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:29:29.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2231",
    "occupationId": null
  },
  {
    "taskId": "uk-2231-T-20115",
    "score": 0,
    "band": "minimal",
    "range": [
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      4
    ],
    "d": [
      0,
      4,
      3,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Medicines are handed over and given in person, and a registered midwife must be the one doing it.",
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    "rationale": "Watching for a transfusion reaction means being with the patient and noticing changes as they happen.",
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    "rationale": "Comfort at a hard moment comes from a real person being present with the patient and their family.",
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    "rationale": "Writing up treatment plans and outcomes from clinical information is exactly the kind of documenting software does well.",
    "promptVersion": "task_scoring_v1.0",
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      4
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      2
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  {
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      3
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      3
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      3
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  {
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      3,
      1,
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning and dressing a wound is done with hands on the patient.",
    "promptVersion": "task_scoring_v1.0",
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  {
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  {
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  {
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    "rationale": "Helping diagnose a heart or circulation problem involves hands-on tests performed on the patient.",
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    "rationale": "Writing and reviewing nursing protocols is document work built on published national guidance.",
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    "rationale": "Software reads test results well, but interpreting them to guide a patient's care must be done by a registered nurse.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Operating invasive devices means physically working on the patient.",
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    "modelId": "claude-opus-5",
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    "rationale": "Weighing up when a treatment helps or harms draws on published evidence, which is exactly what search tools handle well.",
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    "rationale": "Caring for someone's body after death is done by hand, with dignity, in the room.",
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  {
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    "rationale": "Organising training programmes is scheduling and admin that software handles well.",
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    "rationale": "Keeping your own skills up to date is something a nurse does personally; software cannot learn on their behalf.",
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    "rationale": "Prescribing is legally an act only a registered prescriber may carry out, whatever the guidance says.",
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    "rationale": "Judging how a family is coping depends on sitting with them and reading how they are really doing.",
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    "rationale": "Working out nutritional needs from records follows documented rules, though a qualified nurse still weighs up the whole patient.",
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    "rationale": "Someone has to be with the patient working the breathing-test equipment, so software cannot take this on.",
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    "rationale": "Assisting with an anaesthetic means being in theatre with hands on equipment and patient.",
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    "rationale": "Putting a tube into someone's airway is physical work at the bedside and cannot be done remotely.",
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    "rationale": "Giving an anaesthetic is a physical act performed on the patient in theatre.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Reviewing records for anaesthetic risk suits software, but the judgement must come from a registered practitioner before an anaesthetic.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Anaesthetic plans follow published guidance and the patient's records, but they are owned by registered clinicians.",
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    "rationale": "Deciding someone is safe to leave recovery means checking them in person against clear criteria.",
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    "rationale": "The write-up can be automated, but watching someone wake from an anaesthetic means being in the room with them.",
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      3
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      3,
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    "rationale": "Taking blood from an artery is a hands-on procedure performed directly on the patient.",
    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text+occupation",
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    "rationale": "Raising a repair request is a form and a fault description, though someone has to notice the fault first.",
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    "rationale": "Teaching materials can be written by software, but showing junior staff critical care skills happens at the bedside.",
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    "keyingScheme": "text+occupation",
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  {
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      4
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    "unstable": false,
    "rationale": "Published research is fully available and summarising it quickly is one of the strongest things these tools do.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:25.037Z",
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      3
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    "rationale": "Sharing what you have learned about a case works through conversation between colleagues who know the patient.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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      2
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    "rationale": "Therapy depends on a trusted relationship built face to face with a registered practitioner, which software cannot stand in for.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Software can draft a plan from guidelines, but deciding and starting a patient's treatment is the practitioner's own responsibility.",
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    "modelId": "claude-opus-5",
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    "rationale": "Software can suggest possible causes, but giving a patient a diagnosis is a decision the practitioner is accountable for.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "The explaining material is easy to produce, but families take it in through someone they already trust.",
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    "rationale": "Reading someone's behaviour means being in the room, and the diagnosis is a registered clinician's call.",
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    "rationale": "Keeping records accurate and up to date is routine documentation that software already handles reliably.",
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    "rationale": "Check-ups depend on seeing the person, and on a registered clinician deciding whether treatment should change.",
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    "rationale": "The wording of a prescription is easy to generate, but only a registered prescriber may legally issue one.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Approaching a distressed person calmly is about your physical presence and manner in the room.",
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      3
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  {
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      1,
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      1
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    "rationale": "A relationship with a child is built by a real person over time and cannot be produced by software.",
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  {
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    "d": [
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Reviewing published research and turning it into a written protocol is exactly the kind of document work software does well.",
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  },
  {
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      1,
      3,
      3
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    "rationale": "Written guidance for carers can be produced automatically, but teaching a worried family how to cope needs a person.",
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  {
    "taskId": "uk-2234-T-10114",
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      3,
      3
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    "rationale": "Clear explanations can be drafted automatically, but talking someone through a diagnosis depends on trust built face to face.",
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    "modelId": "claude-opus-5",
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  {
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      2
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    "unstable": false,
    "rationale": "Bringing families into decisions depends on trust built with them in person, not on producing a document.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "d": [
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      2,
      4,
      1
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Being part of a therapy group means a real person in the room with the others.",
    "promptVersion": "task_scoring_v1.0",
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      3
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    "rationale": "Care plans and risk assessments follow standard formats and can be drafted from records, though a registered nurse makes the final judgement.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
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      2,
      3
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      1,
      1,
      3
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    "rationale": "Turning a consultation into a clinical record is exactly what note-writing software now handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      3
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    "rationale": "Referral letters can be drafted automatically, but the decision to refer belongs to the registered practitioner seeing the patient.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
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      3
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    "rationale": "Tracking doses and side effects is record-keeping software handles, though a registered nurse judges what to do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Drafting case notes from consultation information is writing work software does well, though the nurse stays accountable.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Working out what is troubling someone comes from being with them, and from a relationship they trust.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2234",
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  },
  {
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    "d": [
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Health awareness campaigns are largely design and content work that software produces well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:29:44.436Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2259",
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  {
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    "rationale": "Agreeing care together is a conversation whose value comes from the patient trusting the person having it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "confidence": "medium",
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    "rationale": "Prioritising and scheduling a caseload is planning work software supports, though the clinical judgement stays with the nurse.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "unstable": false,
    "rationale": "Working relationships between named colleagues are built by people over time, not produced as a document.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Planning can be done at a desk, but running social activities that help people connect needs someone there with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:29:29.000Z",
    "keyingScheme": "text+occupation",
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    "confidence": "medium",
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    "rationale": "Matching someone to local services is mostly looking up what is available and writing the referral.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "rationale": "Materials exist, but practising calming techniques with a distressed patient depends on a trusted person working alongside them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3
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    "confidence": "medium",
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    "rationale": "The teaching material is easy to produce, but people learn these techniques from someone guiding them personally.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "unstable": false,
    "rationale": "Assessing a child means being with them, and the assessment must be made by a qualified practitioner.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Attending events to learn is something the practitioner does in person; software cannot do the learning for them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Planning training sessions and writing the materials is mostly desk work that software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      2
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    "unstable": false,
    "rationale": "Software can plan outreach, but what actually works depends on local knowledge and people in the community.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "unstable": false,
    "rationale": "Checking work against written rules suits software well, though a registered professional still signs it off.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Programme materials are easy to produce, but making one work across a school depends on people on the ground.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      2
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    "rationale": "Rotas, records and coordination can be software-supported, but running a care service still rests on registered staff.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Watching stock levels is straightforward record-keeping software already does, apart from checking the cupboard itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Class content is easy to produce, but the sessions themselves are taught to a group in a room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "unstable": false,
    "rationale": "Early help means working directly with a young person, and a qualified practitioner has to make the calls.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Taking a blood pressure or blood sample is physical, though software can help interpret the readings.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2234",
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  {
    "taskId": "uk-2234-T-17300",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Logging mentoring sessions and keeping those records confidential is straightforward record-keeping that software does well.",
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      54
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      3,
      0,
      3,
      0,
      3
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      2,
      1,
      3,
      2,
      3
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    "rationale": "Questionnaires can be delivered digitally, but a mental health assessment guiding care must be carried out by a registered nurse.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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      3,
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      3
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      3
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      3
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    "keyingScheme": "text+occupation",
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  {
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      1,
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      4,
      2
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    "rationale": "Therapy works through the relationship with the therapist, and delivering it sits with a registered mental health professional.",
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    "keyingScheme": "text+occupation",
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  {
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      1,
      3,
      1,
      3
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    "keyingScheme": "text+occupation",
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  {
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      3,
      1,
      3
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    "rationale": "Software can suggest possible causes, but giving a patient a diagnosis is a decision the nurse is accountable for.",
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  {
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      1
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    "rationale": "Building trust with a patient is the work itself and depends entirely on a real person being there.",
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  {
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      2,
      3,
      2,
      2
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "keyingScheme": "text+occupation",
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    "rationale": "Nursing care is delivered at the bedside by a registered nurse who is physically with the patient.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Software can suggest a dose, but only a qualified prescriber may legally write the prescription a patient takes to a pharmacy.",
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    "rationale": "Giving an injection is a physical, licensed act performed on the patient.",
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      4
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    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Reassurance works because a person is there with the patient; that cannot be handed over.",
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    "rationale": "Responding to someone in distress happens in the room, in the moment, with a trained person.",
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    "rationale": "Tracking doses and side effects can be largely automated, though a qualified nurse judges what the pattern means.",
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    "rationale": "Reading the room and adjusting how you speak to a frightened patient is judgement built in the moment.",
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    "rationale": "Some information can be collected digitally, but judging how a patient is doing needs a registered nurse with them.",
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    "rationale": "Meeting a patient's physical needs means being with them and helping directly.",
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    "rationale": "Risk tools are documented, but spotting who is in danger in a live emergency needs a nurse present.",
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    "modelId": "claude-opus-5",
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    "rationale": "Therapy sessions work through the relationship between the patient and the person leading them.",
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    "modelId": "claude-opus-5",
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    "rationale": "Evidence and guidelines are well documented, though the advice must come from a registered clinician.",
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    "modelId": "claude-opus-5",
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    "rationale": "Rehabilitation happens through daily contact and hands-on support alongside other clinicians.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      2
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      1,
      3,
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  {
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      2,
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
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      6,
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      2,
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      1,
      3
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    "rationale": "Attending events to learn is something the nurse does in person; software cannot do the learning for them.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
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      41,
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      0,
      1,
      3
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    "modelId": "claude-opus-5",
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  {
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      19,
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      1,
      0,
      2,
      2
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    "rationale": "Software can plan outreach, but what actually works depends on local knowledge and people in the community.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2234",
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  },
  {
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      2,
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      3,
      2
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    "rationale": "Encouraging someone to join in works because a familiar person is there asking.",
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  {
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      2,
      2,
      2,
      3
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    "rationale": "Rotas and coordination can be automated, but running a home care service means visiting and managing people directly.",
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    "keyingScheme": "text+occupation",
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  {
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      3,
      1
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    "rationale": "Supervision is about the nurse reflecting on their own practice with a senior colleague.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  },
  {
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      3,
      2,
      1
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    "rationale": "Physically holding someone safely is hands-on work that trained staff must do in person.",
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    "modelId": "claude-opus-5",
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  {
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      3
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2234",
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  {
    "taskId": "uk-2235-T-21075",
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      1,
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      3
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    "confidence": "high",
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    "rationale": "Updating records from clinical information is routine documentation software already does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
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    "rationale": "Ideas and suggestions are easy to generate, but encouraging someone to actually take part depends on a trusted relationship.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
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      1,
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      4
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    "rationale": "Logging which medicines were given and when is structured record-keeping that software handles reliably.",
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    "rationale": "Blood pressure readings and blood tests have to be taken from the patient in person.",
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    "rationale": "Taking a temperature or blood pressure needs someone with the patient and a cuff on their arm.",
    "promptVersion": "task_scoring_v1.0",
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      1
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    "rationale": "Telling a family how someone is, especially after a death, has to come from a person.",
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    "rationale": "Keeping a patient's bed and living space clean is practical work done in the room.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Infection control is done by physically cleaning, isolating and handling equipment on the ward.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Handing instruments to a doctor is purely being there with hands ready.",
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    "rationale": "Suggested changes can be generated from the notes, but altering a child's treatment is a registered clinician's decision.",
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    "confidence": "high",
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    "rationale": "Getting a child ready for a procedure is hands-on work at their side.",
    "promptVersion": "task_scoring_v1.0",
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    "unstable": false,
    "rationale": "Test requests can be generated from the record, but ordering them for a patient is a registered clinician's decision.",
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    "unstable": false,
    "rationale": "Comparing equipment specifications and writing recommendations is desk work with plenty of published information available.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Health advice is well documented and easy to produce, though delivering it to a group still involves a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Rotas and written feedback can be drafted automatically, but supervising junior staff rests on a working relationship.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Tracking what is in stock and flagging what to reorder is exactly the kind of counting software already does.",
    "promptVersion": "task_scoring_v1.0",
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    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Training material writes itself easily, but teaching support staff on the ward is done in person.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2236",
    "occupationId": null
  },
  {
    "taskId": "uk-2236-T-21713",
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      23,
      37
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      1,
      0,
      2,
      3
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    "unstable": false,
    "rationale": "Programme plans can be drafted from public health guidance, but working with families and groups happens face to face.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2236",
    "occupationId": null
  },
  {
    "taskId": "uk-2236-T-02548",
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      23,
      37
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      2,
      1,
      0,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Budgets, rotas and plans can be drafted by software, but taking responsibility for a team is a person's job.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2236",
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  },
  {
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    "band": "partial",
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      39,
      53
    ],
    "d": [
      3,
      0,
      1,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Building a personalised wellbeing programme from assessment data and published guidance suits software drafting well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.435Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2236",
    "occupationId": null
  },
  {
    "taskId": "uk-2236-T-17520",
    "score": 56,
    "band": "partial",
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      49,
      63
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    "d": [
      3,
      0,
      1,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Finding the right local service and writing the referral is mostly looking up what is available.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2236",
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  },
  {
    "taskId": "uk-2236-T-01648",
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    "band": "partial",
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      40,
      54
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    "d": [
      3,
      0,
      3,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reviewing a child's history for anaesthetic risk suits software, but the judgement must come from a registered practitioner.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2236",
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  {
    "taskId": "uk-2236-T-08372",
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      2,
      16
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    "d": [
      2,
      3,
      1,
      1,
      2
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    "unstable": false,
    "rationale": "Spotting hazards in someone's home means visiting and looking around, which cannot be done from a screen.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2236",
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  {
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      4
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      4,
      3,
      2,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Assessing and treating a child before transfer to hospital is entirely hands-on emergency work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.435Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2236",
    "occupationId": null
  },
  {
    "taskId": "uk-2236-T-18836",
    "score": 64,
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      57,
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    "d": [
      3,
      0,
      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Timetabling students and assigning lessons is scheduling work software does quickly once local constraints are known.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2236",
    "occupationId": null
  },
  {
    "taskId": "uk-2236-T-19916",
    "score": 27,
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      20,
      34
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    "d": [
      2,
      1,
      2,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Suggesting a therapy follows documented pathways, but a registered clinician makes and owns the recommendation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2236",
    "occupationId": null
  },
  {
    "taskId": "uk-2236-T-01713",
    "score": 13,
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      6,
      20
    ],
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      2,
      2,
      3,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Some information can be gathered digitally, but examining a child and judging how ill they are needs a registered nurse present.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2236",
    "occupationId": null
  },
  {
    "taskId": "uk-2236-T-00327",
    "score": 0,
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      0,
      4
    ],
    "d": [
      0,
      4,
      3,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Giving an injection means being with the child, and only a registered nurse may administer these medicines.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "occupationId": null
  },
  {
    "taskId": "uk-2236-T-01610",
    "score": 15,
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      8,
      22
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    "d": [
      2,
      2,
      2,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Assessing what nursing care a child needs means seeing the child, though records and guidance support the judgement.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.435Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2236",
    "occupationId": null
  },
  {
    "taskId": "uk-2236-T-13745",
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      11
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      3,
      2,
      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reading how a child behaves and what it means requires being with them and knowing them over time.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:29:29.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2236",
    "occupationId": null
  },
  {
    "taskId": "uk-2236-T-00591",
    "score": 27,
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    "d": [
      3,
      1,
      1,
      3,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Home-care instructions are standard and easy to write, yet worried parents need them explained by someone they trust.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.435Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2236",
    "occupationId": null
  },
  {
    "taskId": "uk-2236-T-16871",
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    "d": [
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      3,
      1,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning and dressing a child's wound is done with hands on the patient.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:29:29.000Z",
    "keyingScheme": "text+occupation",
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  },
  {
    "taskId": "uk-2236-T-20126",
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      3,
      0,
      4,
      1
    ],
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    "unstable": false,
    "rationale": "Being alongside a worried parent on the ward is the work itself, and it needs a person there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:29:29.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2236",
    "occupationId": null
  },
  {
    "taskId": "uk-2236-T-00146",
    "score": 40,
    "band": "partial",
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    "d": [
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      0,
      2,
      3
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    "confidence": "low",
    "unstable": false,
    "rationale": "Raising professional concerns with institutions is largely correspondence and argument, though it depends on relationships and inside knowledge.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2236",
    "occupationId": null
  },
  {
    "taskId": "uk-2236-T-15944",
    "score": 24,
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    "d": [
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Dose calculations are well documented, but only a legally authorised prescriber may write the prescription.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2236",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Matching a child to the right specialist service is documented referral work, decided by a registered nurse.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "d": [
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      3,
      2,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Vaccinating a child is a physical clinical act that must be carried out in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2236",
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  },
  {
    "taskId": "uk-2236-T-01654",
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      3
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    "unstable": false,
    "rationale": "Questions can be asked digitally, but examining a child and judging their condition needs a registered nurse with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:29:29.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2236",
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  {
    "taskId": "uk-2236-T-02632",
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    "d": [
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      3,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Screening involves checking the child in person, and a registered nurse must carry it out and interpret it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:29:29.000Z",
    "keyingScheme": "text+occupation",
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    "taskId": "uk-2236-T-16542",
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    "d": [
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      1,
      4,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Comforting an upset child and treating them needs someone physically with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2236",
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  },
  {
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    "d": [
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Dressing wounds and delivering physical therapy require hands on the patient.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.435Z",
    "keyingScheme": "text-only",
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    "occupationId": null
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Coordinating a child's care day to day is hands-on team work carried out by registered staff on the ward.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "d": [
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      3,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Leaflets can be produced automatically, but taking consent from a parent must be done by the qualified clinician involved.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  },
  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The observing happens in person, but recording and organising developmental notes is straightforward documentation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "taskId": "uk-2236-T-12862",
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    "d": [
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    "confidence": "high",
    "unstable": false,
    "rationale": "Taking a blood pressure requires a cuff on a real arm.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2236",
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  {
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    "d": [
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Taking a temperature needs someone with the child and a thermometer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2236",
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  {
    "taskId": "uk-2236-T-12898",
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    "d": [
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Counting a pulse means physically touching or monitoring the child.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2236",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Recording progress can be automated, but noticing a child's condition changing means someone watching them on the ward.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:29:29.000Z",
    "keyingScheme": "text+occupation",
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  {
    "taskId": "uk-2236-T-21081",
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    "band": "very high",
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    "d": [
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Updating health records from the day's notes is routine data entry that software already does accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.435Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2236",
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  {
    "taskId": "uk-2236-T-00457",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Explanations can be written automatically, but telling a parent about their child's condition depends on trust in the moment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3
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    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      4,
      2,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Emergency call-outs mean turning up and treating the animal there and then.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:24:42.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2240",
    "occupationId": null
  },
  {
    "taskId": "uk-2240-T-10299",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      3,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Spotting disease in livestock means handling and looking at the animals in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:24:42.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2240",
    "occupationId": null
  },
  {
    "taskId": "uk-2240-T-12312",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      3,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping an animal safely under anaesthetic is hands-on work throughout the operation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:24:42.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2240",
    "occupationId": null
  },
  {
    "taskId": "uk-2240-T-13198",
    "score": 22,
    "band": "low",
    "range": [
      15,
      29
    ],
    "d": [
      2,
      2,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Some health monitoring is data on a system, but knowing an animal is off colour usually means seeing it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:49:34.819Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2240",
    "occupationId": null
  },
  {
    "taskId": "uk-2240-T-14930",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      4,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Operating on an animal is physical work the law defines as something only a registered vet may do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:49:34.819Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2240",
    "occupationId": null
  },
  {
    "taskId": "uk-2240-T-14931",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      4,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Surgery is physical work that the law reserves for a registered vet.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:24:42.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2240",
    "occupationId": null
  },
  {
    "taskId": "uk-2240-T-20827",
    "score": 6,
    "band": "minimal",
    "range": [
      2,
      10
    ],
    "d": [
      1,
      3,
      3,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Preventive treatment means handling the animal, and by law treating animals is an act reserved to a registered vet.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:49:34.819Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2240",
    "occupationId": null
  },
  {
    "taskId": "uk-2240-T-02597",
    "score": 6,
    "band": "minimal",
    "range": [
      2,
      10
    ],
    "d": [
      1,
      3,
      3,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Taking an x-ray means positioning a live animal, and only a registered vet may make the diagnosis from it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:49:34.819Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2240",
    "occupationId": null
  },
  {
    "taskId": "uk-2240-T-03655",
    "score": 24,
    "band": "low",
    "range": [
      17,
      31
    ],
    "d": [
      2,
      0,
      1,
      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "An owner will tell a person things they would not type, and worried owners need someone they trust listening.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:49:34.819Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2240",
    "occupationId": null
  },
  {
    "taskId": "uk-2240-T-08292",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      4,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Putting an animal down is a physical act the law reserves to a registered vet, so software has no part in it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:49:34.819Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2240",
    "occupationId": null
  },
  {
    "taskId": "uk-2240-T-10192",
    "score": 0,
    "band": "minimal",
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      0,
      4
    ],
    "d": [
      0,
      4,
      2,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Putting a microchip into an animal is a physical act.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:24:42.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2240",
    "occupationId": null
  },
  {
    "taskId": "uk-2240-T-11645",
    "score": 66,
    "band": "high",
    "range": [
      62,
      70
    ],
    "d": [
      3,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping accurate records is structured writing software produces reliably from what happened in the consultation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:49:34.819Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2240",
    "occupationId": null
  },
  {
    "taskId": "uk-2240-T-12144",
    "score": 66,
    "band": "high",
    "range": [
      62,
      70
    ],
    "d": [
      3,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Writing up what was done to an animal is structured note-taking software produces well from the consultation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:49:34.819Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2240",
    "occupationId": null
  },
  {
    "taskId": "uk-2240-T-13711",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      4,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Neutering is an operation, so it needs a vet with instruments in hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:24:42.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2240",
    "occupationId": null
  },
  {
    "taskId": "uk-2240-T-14452",
    "score": 18,
    "band": "minimal",
    "range": [
      11,
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    ],
    "d": [
      2,
      2,
      2,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Overseeing animal care needs someone present to see how animals are actually handled, though the standards themselves are published.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:49:34.819Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2240",
    "occupationId": null
  },
  {
    "taskId": "uk-2240-T-14780",
    "score": 8,
    "band": "minimal",
    "range": [
      1,
      15
    ],
    "d": [
      1,
      3,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Taking the blood sample is hands-on, though software is good at reading the results.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:24:42.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2240",
    "occupationId": null
  },
  {
    "taskId": "uk-2240-T-14947",
    "score": 6,
    "band": "minimal",
    "range": [
      0,
      13
    ],
    "d": [
      1,
      3,
      3,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Positioning and imaging the animal needs a person present, even though software reads images well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:24:42.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2240",
    "occupationId": null
  },
  {
    "taskId": "uk-2240-T-16483",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      2,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Caring for animals in the practice is physical, hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:24:42.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2240",
    "occupationId": null
  },
  {
    "taskId": "uk-2240-T-03414",
    "score": 56,
    "band": "partial",
    "range": [
      52,
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    ],
    "d": [
      3,
      1,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Collecting and recording research data is structured work software handles well once the readings exist.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:49:34.819Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2240",
    "occupationId": null
  },
  {
    "taskId": "uk-2240-T-08219",
    "score": 56,
    "band": "partial",
    "range": [
      49,
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    "d": [
      3,
      0,
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      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Quarantine rules are well documented, so software can draft the procedures for a vet to approve.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:24:42.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2240",
    "occupationId": null
  },
  {
    "taskId": "uk-2240-T-11438",
    "score": 56,
    "band": "partial",
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      49,
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    "d": [
      3,
      0,
      1,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Passing animal health information between colleagues is routine written communication software drafts accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:49:34.819Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2240",
    "occupationId": null
  },
  {
    "taskId": "uk-2240-T-13757",
    "score": 6,
    "band": "minimal",
    "range": [
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      13
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    "d": [
      1,
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      2,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Judging how an animal looks and behaves needs someone physically watching it, and the clinical view is the vet's.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:49:34.819Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2240",
    "occupationId": null
  },
  {
    "taskId": "uk-2240-T-14166",
    "score": 6,
    "band": "minimal",
    "range": [
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    "d": [
      1,
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Scanning needs a hand on the probe and the animal, and reading it as a diagnosis is a registered vet's act.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:49:34.819Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2240",
    "occupationId": null
  },
  {
    "taskId": "uk-2240-T-14893",
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    "d": [
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      1,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking livestock means being in the shed with your hands on the animals, which cannot be done remotely.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:49:34.819Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2240",
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  },
  {
    "taskId": "uk-2240-T-18140",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Disease research reads well from published literature, but managing an outbreak requires the vet's judgement and legal reporting duties.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:49:34.819Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2240",
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  },
  {
    "taskId": "uk-2240-T-07902",
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    "band": "minimal",
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    "d": [
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      1,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Keeping a laboratory safe and well run means being in it, watching how people actually work and stepping in.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:49:34.819Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2240",
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  },
  {
    "taskId": "uk-2240-T-11026",
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    ],
    "d": [
      2,
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      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Software helps sift the evidence, but food safety investigations still involve visiting premises and official judgement.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:24:42.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2240",
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  },
  {
    "taskId": "uk-2240-T-11440",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Referral letters draft easily, but the decision to refer follows from the vet's own clinical judgement about the animal.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:49:34.819Z",
    "keyingScheme": "text+occupation",
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  },
  {
    "taskId": "uk-2240-T-13825",
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      4
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    "d": [
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      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Taking samples and measurements means handling the animal.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:24:42.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2240",
    "occupationId": null
  },
  {
    "taskId": "uk-2240-T-14590",
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      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Rotas, reports and figures can be drafted automatically, but running a practice means being there with the team.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:24:42.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2240",
    "occupationId": null
  },
  {
    "taskId": "uk-2240-T-15121",
    "score": 56,
    "band": "partial",
    "range": [
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    "d": [
      3,
      0,
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      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Feeding and breeding plans follow well-documented formulas that software can work out and a vet checks.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:24:42.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2240",
    "occupationId": null
  },
  {
    "taskId": "uk-2240-T-15152",
    "score": 66,
    "band": "high",
    "range": [
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    "d": [
      3,
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      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Feeding plans follow well-documented nutrition rules, so software produces a sound plan for the vet to approve.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:49:34.819Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2240",
    "occupationId": null
  },
  {
    "taskId": "uk-2240-T-18416",
    "score": 0,
    "band": "minimal",
    "range": [
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      4
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    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Holding an animal safely is purely physical work with a live creature, so nothing can do it remotely.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:49:34.819Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2240",
    "occupationId": null
  },
  {
    "taskId": "uk-2240-T-12221",
    "score": 0,
    "band": "minimal",
    "range": [
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      4
    ],
    "d": [
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      4,
      3,
      2,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "This is travelling to someone's home to see the animal there, which is entirely about being physically present.",
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      2,
      1,
      4
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2240",
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  {
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      2,
      2,
      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Making sure animals are handled kindly means watching people work and stepping in on the spot.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2240",
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  {
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      0,
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      0,
      3
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    "rationale": "Practice accounts, budgets and cash flow are ordinary desk work that software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2240",
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  {
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      0,
      4
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    "rationale": "The Act is published in full, so software can explain what it requires, with a vet judging tricky cases.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2240",
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  },
  {
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      2,
      4
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    "rationale": "Medicine information is thoroughly documented, but the advice is given face to face by a pharmacist who is accountable for it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2251",
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  {
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      9
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      3,
      3,
      2,
      4
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    "unstable": false,
    "rationale": "Handing over and checking the actual medicine is hands-on work a pharmacist must legally oversee, whatever the wording software can draft.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2251",
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  },
  {
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      3,
      1,
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    "rationale": "Supplying medicines means physically assembling and handing over a package under a pharmacist's legal responsibility, so software can only assist.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2251",
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  },
  {
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      2,
      1,
      4
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2251",
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  },
  {
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      3,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Compounding means weighing, measuring and mixing real ingredients by hand, which software cannot do.",
    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text-only",
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  {
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      4
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2251",
    "occupationId": null
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  {
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      2,
      3
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    "confidence": "high",
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    "rationale": "Prescribing is legally an act of a qualified prescriber, so software can suggest options but cannot issue the prescription.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2251",
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      3,
      1,
      4
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    "rationale": "Dosing references are fully published and easy to look up, but in a pharmacy the advice must come from a registered pharmacist.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:15:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2251",
    "occupationId": null
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      1,
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    "rationale": "Side effect information is fully published in medicine leaflets and references, so it can be explained accurately, though pharmacists check it fits the patient.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:15:00Z",
    "keyingScheme": "text+occupation",
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      1,
      3
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    "rationale": "Pharmacy medicines may only be sold under a registered pharmacist's supervision, and the product is handed over in the shop.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:15:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2251",
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      2,
      1,
      4
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    "rationale": "Minor ailment advice follows published NHS pathways that software handles well, but pharmacists carry responsibility for what they tell people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:15:00.000Z",
    "keyingScheme": "text-only",
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      3
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    "modelId": "claude-opus-5",
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      3
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      2,
      3
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    "promptVersion": "task_scoring_v1.0",
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    "scoredAt": "2026-08-05T10:15:00Z",
    "keyingScheme": "text+occupation",
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    "rationale": "Keeping the controlled-drugs register is structured record work, but the law puts a named pharmacist behind every entry and stock check.",
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      3
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    "rationale": "Storage rules are well documented, yet keeping medicines secure and at the right temperature needs someone physically minding the stockroom.",
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    "keyingScheme": "text-only",
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      3
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    "rationale": "Booking and records can be automated, but giving an injection needs a trained person with the patient in front of them.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Storage and disposal guidance is fully published, but advice given with a medicine supply must come from the registered pharmacist responsible.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      4
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    "rationale": "Checking a prescription against documented rules is desk work software does well, with a pharmacist responsible for the final view.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:15:00.000Z",
    "keyingScheme": "text-only",
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      1,
      3
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    "unstable": false,
    "rationale": "Handing over and giving medicines to a person is physical work only a qualified human can do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      4
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    "rationale": "Spotting patterns in prescribing and adherence data is exactly the kind of analysis software already does across large records.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3
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    "rationale": "Delivering NHS services covers hands-on care by registered staff, so software mostly supports rather than performs the work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      4
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    "rationale": "Judging whether ingredients suit a prescription draws on published reference data, with a pharmacist accountable for the conclusion.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2251",
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      4
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    "rationale": "Stock records and reordering are routine data tasks, though someone still has to check what is physically on the shelf.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:15:00.000Z",
    "keyingScheme": "text-only",
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      3
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    "rationale": "Ordering and stock records are easily automated, but medicines still have to be physically stored and handled, some under a pharmacist's control.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:15:00Z",
    "keyingScheme": "text+occupation",
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      3
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    "rationale": "Developing and supervising staff depends on a working relationship built in person, which software cannot stand in for.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2251",
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      3
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:15:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2251",
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      0,
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      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The service follows a documented script, but the value comes from a pharmacist talking a patient through a new medicine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2251",
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      4
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  },
  {
    "taskId": "uk-2251-T-20090",
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      10
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      1,
      3,
      3,
      0,
      3
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    "confidence": "high",
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    "keyingScheme": "text-only",
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  },
  {
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      4,
      18
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    "d": [
      1,
      2,
      3,
      1,
      3
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    "unstable": false,
    "rationale": "Trial paperwork and analysis can be largely automated, but dosing volunteers happens in person under legally named, qualified investigators.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2251",
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  },
  {
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      30,
      44
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      2,
      1,
      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can draft, analyse and review literature, but research still needs people running and steering the project.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2251",
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  },
  {
    "taskId": "uk-2251-T-07962",
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      0,
      4
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      0,
      4,
      2,
      2,
      2
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    "rationale": "Making sure someone actually takes their medicine means being there with them, which software cannot do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  },
  {
    "taskId": "uk-2251-T-09886",
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      25,
      39
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      2,
      1,
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      1,
      3
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    "rationale": "Policies and checks are written down and easy to track, but putting them into practice still needs someone present in the hospital.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2251",
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  },
  {
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      68,
      82
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      0,
      2,
      0,
      4
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2251",
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  },
  {
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      21
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    "d": [
      1,
      2,
      2,
      2,
      2
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    "confidence": "low",
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    "rationale": "Running an exchange scheme mixes record keeping with handing out and taking back equipment in person.",
    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text-only",
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  {
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      2,
      2,
      2,
      3
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    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text-only",
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  {
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      0,
      3,
      2,
      3
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    "rationale": "Regimen planning uses well-documented evidence, but a registered professional must own the clinical decision for each patient.",
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    "modelId": "claude-opus-5",
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  {
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    "d": [
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      4,
      3,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Preparing sterile infusions is careful hands-on laboratory work that has to be done by trained people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2251",
    "occupationId": null
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  {
    "taskId": "uk-2251-T-16622",
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      77,
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      1,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Pulling spending figures out of pharmacy systems and reporting them is straightforward data work for software.",
    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2251",
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      3,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Quality-checking sterile products means inspecting and testing physical items under a qualified person's responsibility.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2251",
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  {
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      46,
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      3,
      0,
      2,
      1,
      4
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    "rationale": "Medicines information is thoroughly documented and searchable, so good draft answers come quickly, though a pharmacist checks them before sending.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:15:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2251",
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  },
  {
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      3,
      3
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    "promptVersion": "task_scoring_v1.0",
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    "scoredAt": "2026-08-05T10:15:00Z",
    "keyingScheme": "text+occupation",
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      4
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2251",
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      3,
      2
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      77,
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      0,
      1,
      0,
      3
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    "unstable": false,
    "rationale": "Updating structured database records from documented sources is routine work computers already handle well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2251",
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      3
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      2,
      2
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    "rationale": "Ordering and stock levels are handled well by inventory systems, though someone still checks the shelves from time to time.",
    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text+occupation",
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      3
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    "rationale": "Billing files are structured records, and keeping them accurate is exactly the sort of task software does reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3
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    "promptVersion": "task_scoring_v1.0",
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    "d": [
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      3
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    "rationale": "Screening programmes need people physically testing and reaching patients, even though the planning and data side is well documented.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Filling weekly pill boxes by hand for a named patient is physical work software cannot do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3
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    "unstable": false,
    "rationale": "Teaching colleagues well depends on the relationship in the room, though software can prepare much of the material.",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Weight-loss support works through regular, trusting contact with a person, even if the dietary advice itself is well documented.",
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      3
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    "confidence": "medium",
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    "rationale": "Eye condition information drafts well, but patients expect a registered optometrist to explain it.",
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    "modelId": "claude-opus-5",
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    "unstable": false,
    "rationale": "In Britain only a registered optometrist or doctor may test someone's sight, and the examination itself is done at the instruments.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:55:07Z",
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    "rationale": "By law a sight test must be carried out by a registered optometrist, with instruments on the patient.",
    "promptVersion": "task_scoring_v1.0",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting spectacles or contact lenses is done on the patient, and contact lens fitting is restricted to registered practitioners.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Prescribing is legally reserved to the registered optometrist, and fitting is done on the patient's face.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "unstable": false,
    "rationale": "Medicine information is published, but advising on eye medicines is a regulated clinical act.",
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    "rationale": "Style recommendation tools already do this well, though people still like a second opinion from someone in the shop.",
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    "rationale": "The referral letter drafts easily, but deciding an eye needs a surgeon is the optometrist's clinical judgement.",
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    "rationale": "Electrical eye tests need electrodes placed on the patient.",
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    "rationale": "Health promotion materials are easy to produce, but the persuading happens between people.",
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    "rationale": "Image analysis for signs of diabetes is a strong AI area, but the images and follow-up need the patient.",
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  {
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  {
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    "rationale": "Removing something from somebody’s eye is a delicate hands-on procedure.",
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  {
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      2
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  {
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  {
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  {
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      1,
      3
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  {
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    "d": [
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      3,
      1,
      2
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    "confidence": "high",
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    "rationale": "Restoring teeth and treating gums is handwork at the chair.",
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    "modelId": "claude-opus-5",
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  {
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      3,
      1,
      2
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    "rationale": "Fitting an appliance happens in the patient’s mouth.",
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  {
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    "rationale": "Cleaning teeth is done with instruments by hand.",
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  {
    "taskId": "uk-2253-T-08813",
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      4
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      3,
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      2
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    "rationale": "Filling a root canal is precise handwork inside the tooth.",
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    "modelId": "claude-opus-5",
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  {
    "taskId": "uk-2253-T-13855",
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      3
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    "unstable": false,
    "rationale": "Advice is easy to produce, but applying fluoride or sealants and reassuring the patient happens at the chair.",
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  {
    "taskId": "uk-2253-T-14810",
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    "d": [
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software reads dental x-rays well, but taking one means positioning the patient, and radiation rules say who may do it.",
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  {
    "taskId": "uk-2253-T-17658",
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    "d": [
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      4,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cutting away diseased tissue is hands-on surgery, and doing it without dental registration is a criminal offence.",
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  {
    "taskId": "uk-2253-T-01169",
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    "d": [
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      2,
      1,
      3
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    "unstable": false,
    "rationale": "Painting fluoride or sealant onto teeth is hands-on chairside work by a registered dental professional.",
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    "modelId": "claude-opus-5",
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  {
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    "rationale": "Weighing up options against evidence drafts well, but a registered dentist must make the call.",
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    "rationale": "Leading a clinical team through diagnosis and treatment happens in the surgery with the team present.",
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  {
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      3
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    "rationale": "Designing a crown or denture is now digital, but making the actual device is workshop and chairside work.",
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  {
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    "rationale": "Using a drill in someone’s mouth is physical work.",
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  {
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    "rationale": "Numbing a patient means injecting them, which only a registered dental professional may do.",
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    "rationale": "Pulp capping is done with instruments inside the tooth.",
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    "rationale": "Hand instruments are used by hand.",
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      3
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    "rationale": "Spotting patterns in dental need across a population is data analysis using records already held.",
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    "rationale": "Keeping dental records up to date is structured writing-up that software already does to a usable standard.",
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    "rationale": "Prescribing is restricted by law to registered prescribers, and giving the treatment is hands-on.",
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    "rationale": "Adjusting a filling and the bite is done with instruments in the mouth.",
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    "rationale": "Treating malformed oral structures is clinical handwork.",
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    "rationale": "Lab prescriptions are structured documents, but a registered dentist must issue them from a real examination.",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Testing whether education material works is straightforward evaluation using collected responses.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
    "taskId": "uk-2253-T-12108",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Ordering and record keeping are easy, but stock still gets checked and put away by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Putting gloves on is physical.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "taskId": "uk-2253-T-14308",
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    "confidence": "medium",
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    "rationale": "Programme planning, scheduling and paperwork are structured office tasks.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Coding and paperwork follow clear rules and plenty of examples, making this among the easiest parts to hand over.",
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    "rationale": "Running a mammography machine means positioning a real patient safely, which needs trained hands present.",
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    "rationale": "Overseeing assistants means being on the floor with them, judging work as it happens.",
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    "rationale": "Teaching students at the scanner depends on watching them work and building their confidence in person.",
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    "rationale": "Clear written instructions are easy to produce, but families usually need someone to talk them through it and check understanding.",
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      3
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      1,
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      3
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      2
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      2
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      3
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      3
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    "modelId": "claude-opus-5",
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      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Radioactive source records follow a fixed format, though physical stock checks and legal responsibility stay with staff.",
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    "rationale": "Contingency plans follow published legal templates and local layouts, so drafting them is straightforward, with the safety adviser checking the result.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Teaching materials are easy to produce, but colleagues learn most from someone showing them in the department.",
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    "rationale": "Supporting a learner on the ward depends on being there and building their confidence.",
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    "rationale": "Safety rules for equipment and waste are written down, but advising on a specific site needs professional judgement.",
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    "confidence": "high",
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    "rationale": "Preparing radioactive sources is careful physical handling in a controlled room.",
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    "modelId": "claude-opus-5",
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    "rationale": "Storing radioactive applicators safely is physical handling under strict rules.",
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    "rationale": "Transport rules are published in detail, so accurate advice can be drafted, though a certified safety adviser is normally involved.",
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    "rationale": "Reading the traces can be automated, but the pictures only exist while someone holds the probe against the patient.",
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    "rationale": "Preparing balloons and stents is delicate physical preparation in the procedure room.",
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    "rationale": "Assisting during a procedure means being at the table with the doctor and patient.",
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    "rationale": "Once the flow measurements exist, the sums and comparisons follow set formulas that software applies reliably.",
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  },
  {
    "taskId": "uk-2254-T-03687",
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      62,
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      3,
      0,
      1,
      0,
      3
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  },
  {
    "taskId": "uk-2254-T-10224",
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    "d": [
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      3,
      1,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Testing cardiology equipment means handling it, even though the results are recorded on a form.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2254",
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  },
  {
    "taskId": "uk-2254-T-13360",
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      4,
      18
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      2,
      3,
      1,
      1,
      3
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    "unstable": false,
    "rationale": "Some readings are picked up by machines, but noticing how a patient looks and reacts means being with them.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  },
  {
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      4,
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    "rationale": "Running the ECG machine means attaching it to a patient in person.",
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    "modelId": "claude-opus-5",
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  },
  {
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      59,
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    "rationale": "The numbers come off the monitoring equipment in a standard form and the doctor makes the actual judgement afterwards.",
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  {
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    "unstable": false,
    "rationale": "Rotas and performance records can be handled automatically, but overseeing staff as they work with patients needs a senior person present.",
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    "keyingScheme": "text+occupation",
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  },
  {
    "taskId": "uk-2254-T-20657",
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      5,
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    "unstable": false,
    "rationale": "Teaching material is easy to produce, but clinical students learn by being supervised on real cases in the department.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  },
  {
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      4
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    "unstable": false,
    "rationale": "Sending completed reports to the right clinician is routine electronic work, though urgent findings still get flagged by a person.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2254",
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  },
  {
    "taskId": "uk-2254-T-10162",
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    "d": [
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      3,
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      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Putting a needle into a patient's vein is physical work that only a trained, registered professional may do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
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    "rationale": "Operating the imaging equipment with the patient in front of it is physical work only a registered operator may do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
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    "rationale": "Heart-rhythm software already reads these recordings well, with a trained person checking the findings.",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting a monitor to a patient for twenty-four hours is hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "unstable": false,
    "rationale": "Turning procedure notes into a detailed typed report is exactly the kind of writing software now does reliably.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Attaching electrodes to someone chest and limbs is physical work on a patient.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2254",
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  {
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    "d": [
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    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping the sterile field means physically managing the area around the patient during the procedure.",
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    "keyingScheme": "text+occupation",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Someone must stand in the room working the imaging machine while the doctor moves the catheter, so it cannot be done remotely.",
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    "modelId": "claude-opus-5",
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  {
    "taskId": "uk-2255-T-00308",
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    "rationale": "Giving first aid means physically treating an injured person at the scene, which software simply cannot do.",
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    "modelId": "claude-opus-5",
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    "rationale": "Assessing and treating an emergency patient before hospital is hands-on, and the drugs involved may only be given by a registered paramedic.",
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    "rationale": "Answering an emergency call means physically getting to the patient and treating them.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-2255",
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  {
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    "rationale": "Software can suggest treatment from findings, but a registered clinician still has to physically give it.",
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    "modelId": "claude-opus-5",
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  {
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    "rationale": "Sizing up an emergency scene depends on being there, seeing hazards and casualties for yourself.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Driving an ambulance to an emergency is physical work behind the wheel.",
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    "modelId": "claude-opus-5",
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  {
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    "rationale": "Giving emergency drugs to a critically ill patient is a hands-on act by a registered clinician.",
    "promptVersion": "task_scoring_v1.0",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Stabilising a critically ill patient at the roadside is hands-on work that has to happen in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Shocking a heart back into rhythm is done by hand at the patient's side by a trained registered paramedic.",
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    "modelId": "claude-opus-5",
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    "d": [
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    "confidence": "high",
    "unstable": false,
    "rationale": "Checking that kit works means physically handling it before every shift.",
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  {
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      2
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    "unstable": false,
    "rationale": "Much of this is passing structured information between control rooms, though live judgement between agencies still needs a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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    "rationale": "Keeping records and confidentiality is largely deskwork software handles, but making a scene physically safe still needs someone there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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    "unstable": false,
    "rationale": "Consent has to be taken in person by the clinician treating the patient, and it depends on their trust.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking and restocking kit follows a clear checklist, but someone still has to open the bags and look.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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    "unstable": false,
    "rationale": "Monitors and scoring tools spot much of this, but judging whether a patient is deteriorating needs a clinician at the bedside.",
    "promptVersion": "task_scoring_v1.0",
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  },
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      2
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    "rationale": "Using a defibrillator on a patient means hands on the machine and the person.",
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  {
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  {
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      2
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    "rationale": "Professional conduct is something a person does in front of patients and colleagues, not an output a tool can produce.",
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  {
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    "rationale": "Emergency drugs are given by hand, and the law only lets registered paramedics give many of them.",
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  {
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  },
  {
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      2
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    "keyingScheme": "text+occupation",
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  {
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    "keyingScheme": "text+occupation",
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  {
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    "scoredAt": "2026-08-05T09:55:07Z",
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  {
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      3
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    "rationale": "Monitors and dictation tools capture much of this, but noticing how a patient is changing needs a clinician present.",
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  {
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    "confidence": "high",
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    "rationale": "Cleaning and testing equipment is physical work with the kit in your hands.",
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    "modelId": "claude-opus-5",
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    "rationale": "Setting up and running a ventilator on a patient is hands-on work only a registered clinician may do.",
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    "unstable": false,
    "rationale": "Delivering a controlled electric shock to a patient is a hands-on procedure by a registered clinician.",
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    "rationale": "Talking to bystanders at a scene depends on being there and reading the mood in person.",
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    "rationale": "Operating resuscitation equipment on a patient is hands-on work at the patient’s side.",
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    "rationale": "Checking facts with police standing beside you at a scene depends on being there in person.",
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    "rationale": "Placing a breathing tube is a delicate hands-on procedure carried out on the patient.",
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    "rationale": "Sharing what has happened with hospital staff is largely structured information, though it is done live under time pressure.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Putting a line into a vein is a hands-on clinical procedure restricted to trained registered staff.",
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    "modelId": "claude-opus-5",
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    "rationale": "Looking after your own health is personal action rather than something that can be produced for you.",
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    "rationale": "Running a team at an incident depends on being present and on the crew trusting your direction.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
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    "rationale": "Putting a cannula into a vein is a physical clinical skill performed on the patient.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2255",
    "occupationId": null
  },
  {
    "taskId": "uk-2255-T-16582",
    "score": 23,
    "band": "low",
    "range": [
      16,
      30
    ],
    "d": [
      3,
      2,
      1,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "General health advice is well documented and easy to generate, but this task says it is given face to face.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:55:07Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2255",
    "occupationId": null
  },
  {
    "taskId": "uk-2255-T-20174",
    "score": 30,
    "band": "low",
    "range": [
      23,
      37
    ],
    "d": [
      2,
      1,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Health promotion materials are easy to produce, but the persuading happens between people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:29:44.436Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2259",
    "occupationId": null
  },
  {
    "taskId": "uk-2255-T-20209",
    "score": 3,
    "band": "minimal",
    "range": [
      0,
      10
    ],
    "d": [
      1,
      3,
      2,
      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Mentoring a student paramedic happens on shift, side by side, and rests on the relationship between them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2255",
    "occupationId": null
  },
  {
    "taskId": "uk-2255-T-01988",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      3,
      3,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Delivering a baby needs skilled hands at the mother's side, and only a registered clinician may take that on.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:55:07Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2255",
    "occupationId": null
  },
  {
    "taskId": "uk-2255-T-04139",
    "score": 20,
    "band": "low",
    "range": [
      13,
      27
    ],
    "d": [
      2,
      2,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Induction content is easy to generate, but ambulance inductions are run in person around real vehicles and kit.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:55:07Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2255",
    "occupationId": null
  },
  {
    "taskId": "uk-2255-T-13694",
    "score": 2,
    "band": "minimal",
    "range": [
      0,
      6
    ],
    "d": [
      1,
      3,
      1,
      4,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Talking a distressed family through what is happening rests entirely on a person being there with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2255",
    "occupationId": null
  },
  {
    "taskId": "uk-2255-T-18363",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      1,
      2,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Answering a call bell means physically going to the patient and dealing with whatever is needed.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:55:07Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2255",
    "occupationId": null
  },
  {
    "taskId": "uk-2255-T-16466",
    "score": 4,
    "band": "minimal",
    "range": [
      0,
      11
    ],
    "d": [
      1,
      3,
      3,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Assessing and treating injured players pitchside needs a clinician physically present at the event.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2255",
    "occupationId": null
  },
  {
    "taskId": "uk-2256-T-00606",
    "score": 30,
    "band": "low",
    "range": [
      23,
      37
    ],
    "d": [
      3,
      1,
      2,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Diabetic foot care advice is highly standardised, though getting someone to follow it depends on the podiatrist they trust.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:55:07Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2256",
    "occupationId": null
  },
  {
    "taskId": "uk-2256-T-01646",
    "score": 6,
    "band": "minimal",
    "range": [
      0,
      13
    ],
    "d": [
      1,
      3,
      2,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Examining feet and lower legs means touching, testing and looking in person, and clinics expect a registered podiatrist to do it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:55:07Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2256",
    "occupationId": null
  },
  {
    "taskId": "uk-2256-T-00319",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      3,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Injecting local anaesthetic into a foot is a physical procedure only a qualified clinician may perform.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2256",
    "occupationId": null
  },
  {
    "taskId": "uk-2256-T-01104",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      2,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning and dressing a foot wound is hands-on work done at the patient's side.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:55:07Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2256",
    "occupationId": null
  },
  {
    "taskId": "uk-2256-T-01800",
    "score": 48,
    "band": "partial",
    "range": [
      41,
      55
    ],
    "d": [
      3,
      0,
      2,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Weighing up treatment options against published guidance is largely desk-based reasoning that software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:55:07Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2256",
    "occupationId": null
  },
  {
    "taskId": "uk-2256-T-06978",
    "score": 15,
    "band": "minimal",
    "range": [
      8,
      22
    ],
    "d": [
      2,
      2,
      3,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Test results can be interpreted by software, but the examination and the diagnosis itself rest with a registered podiatrist.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2256",
    "occupationId": null
  },
  {
    "taskId": "uk-2256-T-15397",
    "score": 16,
    "band": "minimal",
    "range": [
      9,
      23
    ],
    "d": [
      1,
      1,
      3,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Practising inside the profession's legal and ethical limits is only possible for a person on the register.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:55:07Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2256",
    "occupationId": null
  },
  {
    "taskId": "uk-2256-T-20839",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      2,
      2,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Treating feet and ankles is physical work carried out on the patient in the clinic.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:55:07Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2256",
    "occupationId": null
  },
  {
    "taskId": "uk-2256-T-03548",
    "score": 39,
    "band": "low",
    "range": [
      32,
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    ],
    "d": [
      3,
      1,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Clear, data-protection-compliant communication is well documented and easy to draft, though much of it is said to patients directly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:55:07Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2256",
    "occupationId": null
  },
  {
    "taskId": "uk-2256-T-04848",
    "score": 23,
    "band": "low",
    "range": [
      16,
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    ],
    "d": [
      2,
      1,
      2,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Referral letters and summaries draft easily, but agreeing shared care with GPs and physiotherapists needs a clinician in the conversation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:55:07Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2256",
    "occupationId": null
  },
  {
    "taskId": "uk-2256-T-08157",
    "score": 21,
    "band": "low",
    "range": [
      14,
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    ],
    "d": [
      2,
      2,
      1,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Records and confidentiality are largely handled by systems, but infection control and a safe clinic need someone physically there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:55:07Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2256",
    "occupationId": null
  },
  {
    "taskId": "uk-2256-T-08580",
    "score": 13,
    "band": "minimal",
    "range": [
      6,
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    ],
    "d": [
      1,
      1,
      3,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Carrying the clinical decision as an accountable registered professional is what registration means, and no tool can hold it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:55:07Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2256",
    "occupationId": null
  },
  {
    "taskId": "uk-2256-T-11645",
    "score": 66,
    "band": "high",
    "range": [
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    ],
    "d": [
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      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Clinic record-keeping is exactly the sort of writing-up that software already does to a usable standard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:55:07Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2256",
    "occupationId": null
  },
  {
    "taskId": "uk-2256-T-15394",
    "score": 13,
    "band": "minimal",
    "range": [
      6,
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    ],
    "d": [
      1,
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      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Written guidance on inclusive practice exists, but reading and responding to a particular patient happens live in the clinic.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:55:07Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2256",
    "occupationId": null
  },
  {
    "taskId": "uk-2256-T-17521",
    "score": 36,
    "band": "low",
    "range": [
      29,
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    ],
    "d": [
      3,
      1,
      2,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Writing a referral is straightforward for software, though spotting the signs and standing behind the referral is the podiatrist's call.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:55:07Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2256",
    "occupationId": null
  },
  {
    "taskId": "uk-2256-T-20247",
    "score": 0,
    "band": "minimal",
    "range": [
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      4
    ],
    "d": [
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      4,
      3,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cutting out an ingrown nail or removing a cyst is surgery done with instruments on the patient.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2256",
    "occupationId": null
  },
  {
    "taskId": "uk-2256-T-04323",
    "score": 0,
    "band": "minimal",
    "range": [
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      4
    ],
    "d": [
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      4,
      3,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Foot surgery is a physical procedure carried out by a qualified clinician.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2256",
    "occupationId": null
  },
  {
    "taskId": "uk-2256-T-07005",
    "score": 13,
    "band": "minimal",
    "range": [
      6,
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    ],
    "d": [
      2,
      2,
      3,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Assessing how someone’s feet perform in sport depends on watching them move, and the conclusion is a clinician’s.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2256",
    "occupationId": null
  },
  {
    "taskId": "uk-2256-T-08320",
    "score": 44,
    "band": "partial",
    "range": [
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    ],
    "d": [
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      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "A tool can shape a reflective write-up, but the practice being reflected on is the podiatrist's own and feeds their registration.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:55:07Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2256",
    "occupationId": null
  },
  {
    "taskId": "uk-2256-T-15945",
    "score": 32,
    "band": "low",
    "range": [
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    ],
    "d": [
      3,
      0,
      4,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Choosing the right medicine is well documented, but only a qualified prescriber may lawfully write the prescription.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2256",
    "occupationId": null
  },
  {
    "taskId": "uk-2256-T-20174",
    "score": 30,
    "band": "low",
    "range": [
      23,
      37
    ],
    "d": [
      2,
      1,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Health promotion materials are easy to produce, but the persuading happens between people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:29:44.436Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2259",
    "occupationId": null
  },
  {
    "taskId": "uk-2256-T-03362",
    "score": 17,
    "band": "minimal",
    "range": [
      10,
      24
    ],
    "d": [
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      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Team working runs on live conversations and relationships built between colleagues over time.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:55:07Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2256",
    "occupationId": null
  },
  {
    "taskId": "uk-2256-T-05037",
    "score": 0,
    "band": "minimal",
    "range": [
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      4
    ],
    "d": [
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      3,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Applying plaster casts and strapping is hands-on treatment on the patient.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2256",
    "occupationId": null
  },
  {
    "taskId": "uk-2256-T-08868",
    "score": 0,
    "band": "minimal",
    "range": [
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      4
    ],
    "d": [
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      4,
      1,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting and adjusting a device on someone's foot is hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:55:07Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2256",
    "occupationId": null
  },
  {
    "taskId": "uk-2256-T-11579",
    "score": 21,
    "band": "low",
    "range": [
      14,
      28
    ],
    "d": [
      1,
      1,
      0,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Looking after your own health is personal action rather than something that can be produced for you.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:45:00.000Z",
    "keyingScheme": "text-only",
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      2,
      1
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      2
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    "d": [
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      1,
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      4,
      2
    ],
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    "rationale": "Therapy works through an ongoing relationship with a trusted practitioner, and that relationship is the treatment rather than a delivery method.",
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      2
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    "rationale": "Written guidance helps, but supporting a family through a difficult situation works through someone they have come to trust.",
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  {
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      4,
      2
    ],
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    "rationale": "Counselling people through serious personal difficulty is built on a trusting relationship with a real person, which is the whole service.",
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  {
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    "keyingScheme": "text+occupation",
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    "rationale": "Talking therapy depends on the person opposite and on supervision by a registered clinician.",
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    "rationale": "Matching someone to local services is a directory-lookup job that software does well once the directory is up to date.",
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    "rationale": "Settling someone into hospital life depends on a familiar person being around them.",
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    "rationale": "Plans for a social event are easy to write, but the event happens with people in a room.",
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    "rationale": "Pointing someone towards the right service is a lookup and letter-writing job that software does quickly and accurately.",
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    "rationale": "Going out with a patient and driving them there is physical presence from start to finish.",
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    "rationale": "Helping someone wash and dress is direct physical care that has to be given in person.",
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    "rationale": "Service design draws on published evidence and outcome data, so software produces solid proposals that need local checking.",
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    "rationale": "Logging information into a system with set confidentiality rules is routine, structured work that software handles reliably.",
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    "modelId": "claude-opus-5",
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    "rationale": "The advice itself is well known, but changing one person's habits works through a relationship with someone they see regularly.",
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    "rationale": "Recording vital signs, eating and behaviour means observing the patient in person.",
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    "rationale": "Reports of this kind follow a standard shape, and the confidentiality rules are clear enough to apply automatically with checking.",
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    "rationale": "Inspecting vehicles, stock and equipment for defects means looking at them in person.",
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      3
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    "rationale": "Induction slides are easy to produce, but the induction is delivered to people arriving on site.",
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    "rationale": "Chemical information programmes run on published safety data, which software organises and distributes well.",
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    "rationale": "Hazardous waste inventories are tracked in software, though the materials themselves are handled on site.",
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    "rationale": "Asbestos and similar disposal is tightly licensed work carried out by authorised contractors.",
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  {
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    "rationale": "Restoring someone's function is treatment delivered in person by a registered clinician.",
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      3
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      3
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    "rationale": "Writing up reports from existing records is exactly the kind of document work AI does well.",
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    "rationale": "Session outlines draw on widely published teaching material that AI shapes into usable plans.",
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    "modelId": "claude-opus-5",
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  {
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  {
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      3
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      2
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    "rationale": "Making a room safe and welcoming for small children involves setting it up and watching it.",
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    "rationale": "Summaries can be produced automatically, but parents want the person who looks after their child to talk to them.",
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      3
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    "rationale": "Keeping children safe means watching them in person, indoors and outside.",
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    "rationale": "Drawing and imaginative play with a child happens alongside them at the table.",
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    "rationale": "Motivating a small child depends on a person they know responding to them.",
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    "rationale": "Planning the shape of a session is easy to draft, but running it with small children is not.",
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    "rationale": "Stories, songs and games can be chosen in advance, but sharing them with young children happens in person.",
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    "rationale": "Comforting and settling a young child is done in person, by someone they trust.",
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    "rationale": "Reading with a class or a child is done in the room with them.",
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    "rationale": "A child learns to get on with others through their relationship with a familiar adult who is there with them.",
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    "rationale": "Teaching hygiene and early skills to small children with additional needs is hands-on, repeated work in person.",
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  },
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    "scoredUnderOccupationId": "uk-soc-2319",
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  },
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  {
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  {
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  {
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  {
    "taskId": "uk-2316-T-18213",
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    "rationale": "Keeping the required pupil records is routine document work that school systems and AI handle well.",
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      4
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    "rationale": "Course outlines follow published curriculum guidance, which AI turns into usable documents quickly.",
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    "rationale": "Fitting and setting up equipment for a pupil means being there with the device and the child.",
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    "rationale": "Guidance for parents can be written, but showing them how to manage day to day works in person.",
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    "rationale": "Learning to speak up for yourself is coached by someone the young person trusts, over time.",
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    "scoredAt": "2026-08-04T17:16:42.361Z",
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  {
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    "rationale": "Keeping and updating progress records is exactly what school information systems and AI already do well.",
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    "taskId": "uk-2316-T-21729",
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      8
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      3,
      1,
      3,
      2
    ],
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    "promptVersion": "task_scoring_v1.0",
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  },
  {
    "taskId": "uk-2316-T-01893",
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      4
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      4,
      0,
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  },
  {
    "taskId": "uk-2316-T-07450",
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      0,
      0,
      0,
      4
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    "rationale": "Session outlines draw on widely published teaching material that AI shapes into usable plans.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2313",
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  },
  {
    "taskId": "uk-2316-T-07732",
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      0,
      1,
      3
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2313",
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  },
  {
    "taskId": "uk-2316-T-09689",
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      28,
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      0,
      0,
      2,
      2
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    "confidence": "medium",
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    "rationale": "Finding out what parents want for their child comes from talking with them directly.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2313",
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  },
  {
    "taskId": "uk-2316-T-14316",
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      2,
      1,
      1,
      3
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  {
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      2,
      2
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2314",
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  },
  {
    "taskId": "uk-2316-T-15090",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Planning projects and trips is largely paperwork, but running them means being with the pupils.",
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    "keyingScheme": "text+occupation",
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  },
  {
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      4,
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      0,
      0,
      2
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    "unstable": false,
    "rationale": "Putting up labelled displays at children's eye level is hands-on classroom work.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2314",
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  {
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      35,
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      1,
      1,
      1,
      3
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2316",
    "occupationId": null
  },
  {
    "taskId": "uk-2316-T-15531",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Laying out a classroom means physically moving and arranging materials.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:40:00.000Z",
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    "scoredUnderOccupationId": null,
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  {
    "taskId": "uk-2316-T-19220",
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    "d": [
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      3
    ],
    "confidence": "medium",
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    "rationale": "AI can draft policy papers, but committee work is people arguing things out together.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2313",
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  },
  {
    "taskId": "uk-2316-T-21150",
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      1,
      4
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    "rationale": "Accessible materials are quick to produce, though using them with these pupils happens in the classroom.",
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    "keyingScheme": "text+occupation",
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  },
  {
    "taskId": "uk-2316-T-11895",
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The list keeps itself digitally, but somebody still has to check what is in the cupboard.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2313",
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  },
  {
    "taskId": "uk-2316-T-13998",
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      1,
      1,
      4
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    "confidence": "medium",
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    "rationale": "Content is easy to generate, but someone has to be present setting up and running the equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  },
  {
    "taskId": "uk-2316-T-18999",
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      0,
      3
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    "confidence": "medium",
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    "rationale": "Choosing and ordering classroom supplies against a budget is routine desk work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2313",
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  },
  {
    "taskId": "uk-2316-T-19951",
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      1,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Watching pupils use tools and equipment safely requires an adult in the room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  },
  {
    "taskId": "uk-2316-T-13438",
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      1,
      1,
      1
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    "confidence": "high",
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    "rationale": "Supervising halls and canteens means being physically among the pupils.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  },
  {
    "taskId": "uk-2316-T-16650",
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Braille conversion is largely automated, but signing in a live classroom needs an interpreter present.",
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    "scoredAt": "2026-08-04T14:35:00.000Z",
    "keyingScheme": "text-only",
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  },
  {
    "taskId": "uk-2316-T-20913",
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      1
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    "confidence": "high",
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    "rationale": "Teaching a pupil with sensory impairment one to one depends on being there with them.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2316",
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  },
  {
    "taskId": "uk-2316-T-10042",
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    "rationale": "Choosing and building technology into lessons is planning work with plenty of published guidance available.",
    "promptVersion": "task_scoring_v1.0",
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  {
    "taskId": "uk-2316-T-07211",
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    "scoredUnderOccupationId": "uk-soc-2313",
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  {
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    "keyingScheme": "text-only",
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  {
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  },
  {
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      3
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    "confidence": "medium",
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    "rationale": "Programme design is document work, though it is normally agreed jointly with colleagues.",
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  {
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  {
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    "rationale": "Grade paperwork is structured admin that school software already handles with little teacher input.",
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    "scoredUnderOccupationId": "uk-soc-2313",
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  {
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    "keyingScheme": "text-only",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Library duties mean shelving, issuing and being on the desk in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2313",
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  {
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    "confidence": "high",
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    "rationale": "Supervising pupils on and off a bus requires standing there watching.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Running a club means an adult is present with pupils for the whole session.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Teaching someone to read information by touch means guiding their hands directly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2316",
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  },
  {
    "taskId": "uk-2316-T-06256",
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      2
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    "confidence": "medium",
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    "rationale": "Building this understanding comes from working closely with the learner, family and other professionals over time.",
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    "rationale": "Placing orders against an agreed list is routine administrative work.",
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    "rationale": "Planning and writing publicity is one of the things AI does most readily.",
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    "rationale": "Asking dancers how a step feels is a conversation that happens in the studio.",
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    "taskId": "uk-2319-T-03255",
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    "rationale": "Marketing copy and campaigns are among the things AI produces most readily.",
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    "rationale": "Reading effectiveness data and suggesting curriculum changes is analysis and writing that software does well.",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1232",
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  },
  {
    "taskId": "uk-2322-T-17447",
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      23,
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    ],
    "d": [
      3,
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      2,
      2,
      3
    ],
    "confidence": "medium",
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    "rationale": "Recruiting school staff involves safeguarding checks and interviews where judgement about a person is the whole point.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2322",
    "occupationId": null
  },
  {
    "taskId": "uk-2322-T-17931",
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      49,
      63
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      3,
      0,
      2,
      0,
      3
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2322",
    "occupationId": null
  },
  {
    "taskId": "uk-2322-T-17942",
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      65,
      73
    ],
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      4,
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      1,
      1,
      3
    ],
    "confidence": "high",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2322",
    "occupationId": null
  },
  {
    "taskId": "uk-2322-T-01955",
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      89,
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    ],
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      4,
      0,
      0,
      0,
      3
    ],
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3571",
    "occupationId": null
  },
  {
    "taskId": "uk-2322-T-04936",
    "score": 64,
    "band": "high",
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      60,
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    "d": [
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      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Facility scheduling and allocation is timetabling work that software handles reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:05:04.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3221",
    "occupationId": null
  },
  {
    "taskId": "uk-2322-T-11202",
    "score": 75,
    "band": "high",
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      71,
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    "d": [
      3,
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      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping up with policy changes is reading and summarising, which tools do quickly and well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:05:04.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3221",
    "occupationId": null
  },
  {
    "taskId": "uk-2322-T-15485",
    "score": 58,
    "band": "partial",
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      51,
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    "d": [
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      0,
      3
    ],
    "confidence": "medium",
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    "rationale": "AI can draft a funding bid, but a convincing one needs tailoring to the funder and real programme detail.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2319",
    "occupationId": null
  },
  {
    "taskId": "uk-2322-T-15712",
    "score": 93,
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      89,
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    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Writing and designing promotional material for the school is exactly the kind of content software produces quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2322",
    "occupationId": null
  },
  {
    "taskId": "uk-2322-T-16418",
    "score": 48,
    "band": "partial",
    "range": [
      41,
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    "d": [
      3,
      1,
      0,
      1,
      3
    ],
    "confidence": "medium",
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    "rationale": "Diaries, documents and course admin for teaching staff is routine work software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2329",
    "occupationId": null
  },
  {
    "taskId": "uk-2323-T-00631",
    "score": 32,
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      28,
      36
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    "d": [
      2,
      0,
      0,
      3,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Good advice on choices rests on knowing the pupil and being someone they trust.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2313",
    "occupationId": null
  },
  {
    "taskId": "uk-2323-T-03350",
    "score": 21,
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      14,
      28
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      2,
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      0,
      3,
      2
    ],
    "confidence": "medium",
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    "rationale": "Joint working with schools runs on relationships built face to face, though software can prepare the papers and write up the actions.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:05:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2323",
    "occupationId": null
  },
  {
    "taskId": "uk-2323-T-09544",
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      19,
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    "d": [
      2,
      1,
      0,
      2,
      2
    ],
    "confidence": "medium",
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    "rationale": "Software can sift the data behind a need, but judging what a particular school or pupil actually requires still leans on people who know them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:05:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2323",
    "occupationId": null
  },
  {
    "taskId": "uk-2323-T-00446",
    "score": 32,
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      25,
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    "d": [
      2,
      0,
      0,
      3,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Career conversations work because the person trusts the adviser; software can supply the facts but not the relationship.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:05:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2323",
    "occupationId": null
  },
  {
    "taskId": "uk-2323-T-00632",
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      17,
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    "d": [
      2,
      1,
      0,
      3,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Advice on study problems works because a student opens up to someone they trust.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7219",
    "occupationId": null
  },
  {
    "taskId": "uk-2323-T-00634",
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      24,
      32
    ],
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      2,
      0,
      0,
      3,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Helping a struggling pupil turns on a trusted relationship built up face to face over time.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2313",
    "occupationId": null
  },
  {
    "taskId": "uk-2323-T-06162",
    "score": 56,
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    "range": [
      49,
      63
    ],
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      3,
      0,
      1,
      1,
      3
    ],
    "confidence": "medium",
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    "rationale": "Ranking needs and working out what resources they take is largely number work that software handles well from school records.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:05:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2323",
    "occupationId": null
  },
  {
    "taskId": "uk-2323-T-07339",
    "score": 48,
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      41,
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      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Writing up and circulating good practice is straightforward for software; getting schools to take it on still needs a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:05:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2323",
    "occupationId": null
  },
  {
    "taskId": "uk-2323-T-09066",
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      41,
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      0,
      1,
      3
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    "confidence": "medium",
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    "rationale": "Finding and summarising what works elsewhere is well suited to software, though some of it is picked up on school visits.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:05:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2323",
    "occupationId": null
  },
  {
    "taskId": "uk-2323-T-13406",
    "score": 48,
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      44,
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    "d": [
      3,
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      0,
      1,
      3
    ],
    "confidence": "high",
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    "rationale": "Recording and tracking pupil progress is data work that software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6113",
    "occupationId": null
  },
  {
    "taskId": "uk-2323-T-00460",
    "score": 28,
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      24,
      32
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    "d": [
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      0,
      3,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Advice about behaviour only lands if the young person trusts the adviser, which a screen cannot supply.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:05:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2323",
    "occupationId": null
  },
  {
    "taskId": "uk-2323-T-01981",
    "score": 39,
    "band": "low",
    "range": [
      32,
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    "d": [
      3,
      1,
      0,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Enrolment admin follows set steps software handles, though applicants often want to speak to someone.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7219",
    "occupationId": null
  },
  {
    "taskId": "uk-2323-T-07196",
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      17,
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    "d": [
      2,
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      0,
      3,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Progress reports draft easily, but the conversation with a parent about their child depends on trust between people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:49:34.819Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2323",
    "occupationId": null
  },
  {
    "taskId": "uk-2323-T-07691",
    "score": 13,
    "band": "minimal",
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      6,
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    ],
    "d": [
      1,
      1,
      0,
      3,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Getting a young person to try something new works through encouragement from someone whose opinion they value.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:49:34.819Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2323",
    "occupationId": null
  },
  {
    "taskId": "uk-2323-T-07692",
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    "band": "minimal",
    "range": [
      6,
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    ],
    "d": [
      1,
      1,
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      3,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Encouraging a young person to stick with something hard works through a relationship with someone they know.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:49:34.819Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2323",
    "occupationId": null
  },
  {
    "taskId": "uk-2323-T-08410",
    "score": 37,
    "band": "low",
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      30,
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    "d": [
      2,
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      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "AI can analyse the evidence, but the judgement is reached jointly by staff who know the school.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2313",
    "occupationId": null
  },
  {
    "taskId": "uk-2323-T-13740",
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    ],
    "d": [
      1,
      3,
      1,
      1,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Judging how a child is developing means watching them over time in person, which cannot be done at a screen.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:49:34.819Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2323",
    "occupationId": null
  },
  {
    "taskId": "uk-2323-T-16488",
    "score": 53,
    "band": "partial",
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    "d": [
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      0,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Careers information is well documented, though people often want to talk it through.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7219",
    "occupationId": null
  },
  {
    "taskId": "uk-2323-T-18214",
    "score": 8,
    "band": "minimal",
    "range": [
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    "d": [
      1,
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      1,
      3,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Sorting out behaviour needs someone present who knows the child and has built a relationship with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:49:34.819Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2323",
    "occupationId": null
  },
  {
    "taskId": "uk-2323-T-00132",
    "score": 20,
    "band": "low",
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      13,
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    "d": [
      2,
      2,
      0,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Standing in front of a group to explain what the service offers is a person's job.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:36.798Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3229",
    "occupationId": null
  },
  {
    "taskId": "uk-2323-T-00485",
    "score": 34,
    "band": "low",
    "range": [
      27,
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    "d": [
      3,
      1,
      1,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Assistive technology options are well documented, but matching one to a particular student usually means meeting them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:05:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2323",
    "occupationId": null
  },
  {
    "taskId": "uk-2323-T-00816",
    "score": 64,
    "band": "high",
    "range": [
      57,
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    ],
    "d": [
      3,
      0,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Diagnosing a client's difficulty and proposing a research-based approach is written analysis, which software drafts well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:05:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2323",
    "occupationId": null
  },
  {
    "taskId": "uk-2323-T-02000",
    "score": 64,
    "band": "high",
    "range": [
      57,
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    "d": [
      3,
      0,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Rebuilding programmes and timetables is a constraints puzzle that software is good at, with staff checking the result.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:05:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2323",
    "occupationId": null
  },
  {
    "taskId": "uk-2323-T-03746",
    "score": 83,
    "band": "very high",
    "range": [
      79,
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    ],
    "d": [
      3,
      0,
      0,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Pulling together job, course and pay information is desk research with plenty of published data behind it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Pay and deduction calculations follow published rules and are already largely done by software, with someone approving the run.",
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    "rationale": "Explaining what written policies mean in practice is something software does well from the documents.",
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    "rationale": "Training materials are quick to produce, but leading staff development happens in the room with them.",
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    "rationale": "Weighing bids against criteria is structured analysis software does well, with the decision confirmed by a panel.",
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    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Benefits schemes and their budgets are rule-driven administration well suited to systems, with a person still responsible.",
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    "rationale": "Watching cash and reserves against set thresholds is exactly the kind of monitoring software does continuously.",
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    "rationale": "Return preparation is rule-driven work software does well, though a qualified person is normally expected to stand behind the filing.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "rationale": "Packaging figures for the external accountant is structured preparation work, with the accountant signing the return.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Forecasting from historic figures suits software well, though the assumptions behind it are a judgement call.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Coordinating departmental budgets and spending is structured finance work AI supports well.",
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    "rationale": "Running a records system is structured administration handled well by software.",
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    "rationale": "Planning a workshop is easy; running it and drawing a community in happens in the room.",
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    "rationale": "Preparing board papers from existing material is document work AI drafts well.",
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    "rationale": "Diaries, documents and course admin for teaching staff is routine work software handles well.",
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    "rationale": "Supervising clerical staff depends on the supervisor being around and known to the team.",
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    "rationale": "Pulling reports and statistics out of information systems is exactly what those systems are built to do.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Producing reports, invoices and documents from templates is well-automated office work.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Working with boards and governing bodies is about being in the room and trusted by the people there.",
    "promptVersion": "task_scoring_v1.0",
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    "scoredUnderOccupationId": "uk-soc-2329",
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  },
  {
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-2329",
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  },
  {
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      3
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    "rationale": "Minute-taking is largely automated already, though attending in person is sometimes expected.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4159",
    "occupationId": null
  },
  {
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      89,
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      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Payroll calculation and payslip issue is a solved software problem.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1131",
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  },
  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Deciding who gets through to an executive follows known preferences, though judgement calls remain.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1131",
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  {
    "taskId": "uk-2329-T-07445",
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      89,
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      0,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Drafting an agenda from previous minutes and requests is straightforward writing software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4159",
    "occupationId": null
  },
  {
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      89,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Drafting replies to routine enquiries is one of the things AI does most reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "uk-2329-T-08771",
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      3
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    "confidence": "high",
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    "rationale": "Documents are mostly stored and searched electronically, so filing and finding them is already largely automated.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "occupationId": null
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Maintaining a records system is structured office administration.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1131",
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  },
  {
    "taskId": "uk-2329-T-12967",
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    "d": [
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      3,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Meeting people on an executive's behalf works because of who is in the room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
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  },
  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Email can be sorted and routed automatically, but opening and passing round physical post still needs someone in the office.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
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    "occupationId": null
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  {
    "taskId": "uk-2329-T-14226",
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      89,
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    "d": [
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      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Ordering office supplies is routine purchasing that systems already automate.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1131",
    "occupationId": null
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  {
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      89,
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    "d": [
      4,
      0,
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Diary management is scheduling that software already does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1131",
    "occupationId": null
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  {
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Routine bookkeeping is structured, rule-based data entry that software already does faster and more consistently.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:36Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2329",
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      0,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Invoicing and general office administration is highly automated accounting work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1131",
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Placing catering orders for meetings is routine booking admin.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1131",
    "occupationId": null
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  {
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Invoice processing is structured, repetitive data work that finance systems already automate.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2329",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Buying equipment and supplies is largely comparison and ordering that software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Triaging incoming documents and routing them is a sorting job AI does reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1131",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Standard replies are easy to draft, though upset customers are usually calmed by a person in front of them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7111",
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Marking against answer sheets is routine checking that software already does quickly and reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
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    "scoredUnderOccupationId": "uk-soc-6113",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Entering marks into a school system is straightforward data work that software does reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "confidence": "medium",
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    "rationale": "Copying, collating and packing exam papers is physical handling of secure paper.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:36Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2329",
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2329",
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    "rationale": "Filing exam records is largely system work, though scripts and papers still exist on paper in many places.",
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    "modelId": "claude-opus-5",
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    "rationale": "Handing papers out to pupils is a physical job in the room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Gathering and organising documents into an evidence bundle suits software, with counsel checking relevance.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00Z",
    "keyingScheme": "text+occupation",
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    "rationale": "Argument drafts come out usable but need real reworking by counsel, who answers for what the court sees.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Questioning witnesses in court is reserved to authorised advocates and depends on reacting live in the room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00Z",
    "keyingScheme": "text+occupation",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Only a barrister with rights of audience may question witnesses live in court, and reading a room cannot be handed to software.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Building the case file from documents is desk work software already drafts well, with counsel checking it before use.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Software can draft the argument, but only an authorised advocate may actually deliver a submission to the court.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
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    "unstable": false,
    "rationale": "Advocacy in court is reserved to authorised people and is done live in front of the tribunal.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2411",
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    "unstable": false,
    "rationale": "Arguing a case in court is reserved to authorised advocates and depends on responding live in the room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2411",
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    "taskId": "uk-2411-T-16658",
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      23,
      37
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      0,
      2,
      2,
      3
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2412",
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  },
  {
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      59,
      73
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      0,
      1,
      0,
      3
    ],
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    "rationale": "Gathering and organising documents into an evidence bundle suits software, with the solicitor checking relevance.",
    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2412",
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  },
  {
    "taskId": "uk-2412-T-07444",
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      52,
      60
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      3,
      0,
      2,
      0,
      3
    ],
    "confidence": "high",
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    "rationale": "Legal arguments can be drafted well from the papers and case law, but a qualified lawyer shapes and owns them.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2412",
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  },
  {
    "taskId": "uk-2412-T-08471",
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      0,
      6
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      1,
      3,
      4,
      3,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Questioning a witness in a hearing is an act only a qualified advocate can carry out, live in the room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2412",
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  },
  {
    "taskId": "uk-2412-T-09426",
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      8,
      22
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      2,
      1,
      2,
      3,
      2
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    "rationale": "Strategy meetings turn on trust between client and solicitor built face to face.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2412",
    "occupationId": null
  },
  {
    "taskId": "uk-2412-T-12405",
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      62,
      70
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      0,
      1,
      0,
      3
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    "confidence": "high",
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    "rationale": "Tracking obligations and deadlines across contracts is document work software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2412",
    "occupationId": null
  },
  {
    "taskId": "uk-2412-T-15973",
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      0,
      5
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      0,
      3,
      4,
      3,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Presenting a case to a judge and jury is reserved to a qualified advocate standing in court.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2412",
    "occupationId": null
  },
  {
    "taskId": "uk-2412-T-16003",
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      0,
      6
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    "d": [
      1,
      3,
      4,
      3,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Advocacy in court is legally the act of a qualified lawyer, performed in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2412",
    "occupationId": null
  },
  {
    "taskId": "uk-2412-T-16660",
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      18,
      32
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      2,
      0,
      3,
      2,
      3
    ],
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    "rationale": "Advising a client on their own matter is a regulated act a qualified solicitor is answerable for.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2412",
    "occupationId": null
  },
  {
    "taskId": "uk-2412-T-18082",
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      68,
      76
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      0,
      1,
      0,
      4
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    "confidence": "high",
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    "rationale": "Case law and legislation are published in full, so research and analysis can be drafted to a usable standard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2412",
    "occupationId": null
  },
  {
    "taskId": "uk-2412-T-00910",
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      68,
      76
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      3,
      0,
      1,
      0,
      4
    ],
    "confidence": "high",
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    "rationale": "Finding and comparing precedents is search and summarising work over fully published material.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2412",
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  },
  {
    "taskId": "uk-2412-T-06101",
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      36,
      50
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      2,
      0,
      3
    ],
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    "rationale": "Working out what a case means across statutes and rulings needs a lawyer's judgement on the result.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2412",
    "occupationId": null
  },
  {
    "taskId": "uk-2412-T-07424",
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      49,
      63
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      2,
      0,
      3
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    "rationale": "Drafting and reading regulations follows established forms, but a qualified lawyer stands behind the wording.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2412",
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  },
  {
    "taskId": "uk-2412-T-08173",
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      30,
      44
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      0,
      2,
      1,
      3
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    "rationale": "Settling the legal basis for proceedings is a judgement checked between qualified specialists.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  },
  {
    "taskId": "uk-2412-T-08579",
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      31,
      45
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      2,
      0,
      2
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    "rationale": "Working out how to present a case is judgement built on experience of what persuades in practice.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2412",
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  },
  {
    "taskId": "uk-2412-T-10914",
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      14
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      1,
      2,
      3,
      2
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    "rationale": "Clients and witnesses open up to a person they trust, sitting with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  },
  {
    "taskId": "uk-2412-T-15677",
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      52,
      60
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      2,
      0,
      3
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    "rationale": "Briefs follow established structures and can be drafted from the file, with a lawyer settling them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  },
  {
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      18,
      32
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      0,
      3,
      2,
      3
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    "rationale": "Advising whether to prosecute or defend is a regulated judgement a qualified lawyer carries.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  },
  {
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      5
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      3,
      4,
      3,
      2
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    "rationale": "Representing a client in court is reserved to a qualified lawyer appearing in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      68,
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      1,
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      4
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2412",
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  },
  {
    "taskId": "uk-2412-T-02836",
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      49,
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      2,
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      3
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    "rationale": "Documents can be checked thoroughly by software, but signing them off is a qualified person's responsibility.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2412",
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  {
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      58,
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      2,
      0,
      4
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2412",
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  {
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      3,
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      3
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    "rationale": "Appeal papers can be drafted from the file, but conducting the litigation is a regulated act.",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2412",
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  {
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      2
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      3,
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    "rationale": "Settling a dispute rests on a qualified lawyer reading the other side in real negotiation.",
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  {
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      3,
      3,
      2
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    "rationale": "Tribunal advocacy is done by a person in the hearing room speaking for the client.",
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  {
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      3
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    "rationale": "The evidence can be analysed automatically, but advising whether to sue is a lawyer's regulated call.",
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      1,
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    "rationale": "Tailored documents start from established precedents, so good drafts can be produced and then settled.",
    "promptVersion": "task_scoring_v1.0",
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      2
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    "rationale": "Setting up enforcement procedures needs legal judgement about what will actually hold.",
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    "rationale": "The legislation and guidance are public, so interpretation drafts well, though the advice carries the solicitor's name.",
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    "scoredAt": "2026-08-05T10:30:00Z",
    "keyingScheme": "text+occupation",
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    "rationale": "Meetings with claimants and experts work because a person they trust is across the table.",
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      4
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    "rationale": "Checking documents against the relevant law is close reading over fully published material.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "rationale": "Working out damages, compensation and costs is structured calculation from the case papers.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2412",
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  {
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    "rationale": "Will drafting follows well-known forms, so strong drafts are possible, but a solicitor settles and takes responsibility.",
    "promptVersion": "task_scoring_v1.0",
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  },
  {
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      55
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      1,
      3
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-2412",
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      1,
      0,
      3
    ],
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-2412",
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      2
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    "rationale": "Negotiation is live give-and-take where the solicitor must be able to commit on the client's behalf.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2412",
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      3
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    "rationale": "Routine correspondence can be drafted well, but a solicitor owns what goes out in their name.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2412",
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  },
  {
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2412",
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  {
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      4
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    "confidence": "high",
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    "rationale": "Regulatory changes are published in full, so clear write-ups can be produced to a usable standard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2412",
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  {
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    "rationale": "Conflict checks and referral decisions run on file data, though a partner takes the decision.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2412",
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  {
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      3
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    "confidence": "high",
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    "rationale": "Searching public and legal records for ownership is online search work software does quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
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  {
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    "confidence": "high",
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    "rationale": "Defence briefs follow established structures and can be drafted from the case file.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2412",
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    "rationale": "Jury selection happens in the courtroom and is part of a qualified advocate's role.",
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    "keyingScheme": "text-only",
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  {
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    "rationale": "Family case briefs can be drafted from the file, though the sensitivities are settled by a solicitor.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2412",
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  {
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    "confidence": "medium",
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    "rationale": "Property regulations are published, so drafting and interpreting them can be done to a usable standard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
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  },
  {
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    "rationale": "Property briefs follow set forms and can be drafted from the transaction papers.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2412",
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  {
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    "unstable": false,
    "rationale": "Conveyancing documents follow standard forms, but preparing them is a regulated activity.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2412",
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    "rationale": "Legal research over published statutes and rulings is search and summarising at a usable standard.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2412",
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    "rationale": "Probate advice is a regulated activity a qualified person is answerable for.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      2
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    "keyingScheme": "text+occupation",
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    "modelId": "claude-opus-5",
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    "rationale": "Most registered titles are digital and standard, so checking them is document work, though odd entries still need a lawyer's eye.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "scoredAt": "2026-08-05T10:30:00Z",
    "keyingScheme": "text+occupation",
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    "keyingScheme": "text-only",
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    "rationale": "Case management systems already automate much of the process, but conveyancing itself may only be carried out by an authorised firm.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Correspondence drafts well, but each letter commits the firm and needs a qualified person's approval.",
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    "keyingScheme": "text+occupation",
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    "rationale": "Explaining property law in everyday words draws on published rules, and writing tools are unusually good at plain-English explanation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Registration rules are published and testable, but deciding a document can be registered is a judgement an authorised person owns.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "confidence": "high",
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    "rationale": "Typing title details into a records system is structured data entry with clear formats and checks.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:58:48.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2419",
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      29
    ],
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      2,
      0,
      3,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Exchange legally binds both sides, so UK rules require an authorised person, and it happens live between two firms.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:58:48.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2419",
    "occupationId": null
  },
  {
    "taskId": "uk-2419-T-08731",
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    "band": "low",
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      15,
      29
    ],
    "d": [
      2,
      0,
      3,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Getting both sides ready to exchange is coordination between authorised firms, and the binding step itself must be done by a professional.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:58:48.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2419",
    "occupationId": null
  },
  {
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    "band": "high",
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      62,
      70
    ],
    "d": [
      3,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Ownership is recorded in a public digital register, so checking who owns land is largely a lookup and comparison job.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:58:48.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2419",
    "occupationId": null
  },
  {
    "taskId": "uk-2419-T-13829",
    "score": 31,
    "band": "low",
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      24,
      38
    ],
    "d": [
      2,
      0,
      1,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Getting a landlord or managing agent to agree means chasing people, and the sticking points are rarely written down anywhere.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:58:48.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2419",
    "occupationId": null
  },
  {
    "taskId": "uk-2419-T-15446",
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    "band": "partial",
    "range": [
      49,
      63
    ],
    "d": [
      3,
      0,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Title insurance follows underwriting rules that can be applied automatically, but issuing a policy needs an authorised insurer's decision.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:58:48.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2419",
    "occupationId": null
  },
  {
    "taskId": "uk-2419-T-15705",
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    "band": "very high",
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      77,
      85
    ],
    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Listing the documents that affect a piece of land is compiling work from records already held digitally.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:58:48.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2419",
    "occupationId": null
  },
  {
    "taskId": "uk-2419-T-15779",
    "score": 56,
    "band": "partial",
    "range": [
      49,
      63
    ],
    "d": [
      3,
      0,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Leases start from standard precedents, but the terms are negotiated and preparing them is reserved to authorised professionals.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:58:48.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2419",
    "occupationId": null
  },
  {
    "taskId": "uk-2419-T-15907",
    "score": 58,
    "band": "partial",
    "range": [
      51,
      65
    ],
    "d": [
      4,
      0,
      3,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Transfer forms are highly standardised, yet UK law reserves preparing them to solicitors and licensed conveyancers.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:58:48.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2419",
    "occupationId": null
  },
  {
    "taskId": "uk-2419-T-18306",
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      19,
      33
    ],
    "d": [
      2,
      0,
      2,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Untangling a title problem means negotiating between buyers, sellers and surveyors, and the facts are usually specific to that property.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:58:48.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2419",
    "occupationId": null
  },
  {
    "taskId": "uk-2419-T-21480",
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    "band": "partial",
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      49,
      63
    ],
    "d": [
      3,
      0,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking completion papers against requirements is systematic work software does well, with a qualified person responsible.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2419",
    "occupationId": null
  },
  {
    "taskId": "uk-2419-T-01596",
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      77,
      85
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    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Working out registration fees is arithmetic against a published fee schedule.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-2419-T-05031",
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      62,
      70
    ],
    "d": [
      3,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Summarising deeds and mortgages is document work that current tools do well, with a lawyer reading the result.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:58:48.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2419",
    "occupationId": null
  },
  {
    "taskId": "uk-2419-T-05464",
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      77,
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    ],
    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Splitting rent and service charges between buyer and seller is date-and-money arithmetic with clear rules.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:58:48.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2419",
    "occupationId": null
  },
  {
    "taskId": "uk-2419-T-07848",
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      36,
      50
    ],
    "d": [
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      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Rules are published and checkable, but responsibility for a firm's compliance sits with named, regulated individuals.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:58:48.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2419",
    "occupationId": null
  },
  {
    "taskId": "uk-2419-T-08553",
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      49,
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      1,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Passing title information between agents, lenders and courts is routine correspondence, though chasing replies still takes a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:58:48.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2419",
    "occupationId": null
  },
  {
    "taskId": "uk-2419-T-12489",
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      71,
      79
    ],
    "d": [
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      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Case management and accounting systems are built for this, so most of it is already software work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2419",
    "occupationId": null
  },
  {
    "taskId": "uk-2419-T-15778",
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      77,
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    "d": [
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      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "A completion statement is arithmetic on figures already known, which is exactly what accounting software is built for.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:58:48.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2419",
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  },
  {
    "taskId": "uk-2419-T-15795",
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      59,
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    "d": [
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      1,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Writing up what the searches found follows a familiar structure, though judging what must be cleared needs legal experience.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:58:48.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2419",
    "occupationId": null
  },
  {
    "taskId": "uk-2419-T-17012",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Reading a search request to work out what is needed is structured comprehension of a standard form.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
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  {
    "taskId": "uk-2419-T-18903",
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      1,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Title and boundary records are digital and searchable, making this largely a retrieval task.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2419",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Answering a client's enquiry means gathering documented facts, though clients often want to talk it through with someone.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2419",
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  },
  {
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    "confidence": "medium",
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    "rationale": "Directing a team is about allocating work and judging people, which depends on knowing the individuals doing it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2419",
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  {
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      3
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    "confidence": "medium",
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    "rationale": "Checking records against rules suits software, though a qualified person signs off the compliance view.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2419",
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  {
    "taskId": "uk-2419-T-09901",
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      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Money-laundering checks follow prescribed procedures software supports, with a named officer answerable for them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2419",
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  {
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      4
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    "confidence": "high",
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    "rationale": "Keeping case records accurate and up to date is routine work that systems do reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2419",
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      4
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    "unstable": false,
    "rationale": "Public registers are searchable databases, so looking up sales, leases and assessments is quick, reliable computer work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "d": [
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      1
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Professional relationships are built person to person over time, which no tool can do on your behalf.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2419",
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  {
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Standard commercial contracts follow well-known templates, so a usable first draft is routine, with a lawyer reviewing.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00Z",
    "keyingScheme": "text+occupation",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Standard replies are easy to draft, but clients and other firms often want a confident person on the other end.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      3
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    "confidence": "medium",
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    "rationale": "Progress updates can be generated from the case file, though buyers and sellers value hearing it from someone they trust.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:58:48.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2419",
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  {
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      3
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    "unstable": false,
    "rationale": "Handling client money is heavily rule-bound and the responsibility sits with named, regulated individuals in the firm.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2419",
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Rejection notices follow set wording and set reasons, making them easy to produce once the fault is identified.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:58:48.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2419",
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  {
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Supporting a conveyancer covers routine document and system work, though some of it means being in the office.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:58:48.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2419",
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  {
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    "keyingScheme": "text+occupation",
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    "keyingScheme": "text-only",
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    "rationale": "Assessing environmental impact against regulations mixes desk research with looking at how operations actually run.",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2421",
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      2
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    "rationale": "Attending a meeting to discuss audit work means being present in the discussion as it happens.",
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    "keyingScheme": "text-only",
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    "rationale": "Course content is easy to prepare, but delivering training sessions means standing in front of a group and responding to them.",
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    "rationale": "Cash flow statements and variance calculations follow fixed rules on data already in the system, so software produces them reliably.",
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    "rationale": "Budget control involves ongoing decisions and pushback with budget holders, though the reporting behind it is easily produced.",
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    "taskId": "uk-2421-T-13659",
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      3,
      2
    ],
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    "unstable": false,
    "rationale": "Negotiating loan terms is a bargaining conversation where who is asking, and the relationship, shapes the outcome.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2421",
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  },
  {
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      3
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    "rationale": "Forensic work over financial data is data analysis at heart, and tools are strong at finding the patterns.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2421",
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  },
  {
    "taskId": "uk-2421-T-00060",
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      5
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      4,
      3,
      1
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    "confidence": "high",
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    "rationale": "Expert evidence is given under oath by a named person, and only that person can give it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2421",
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  },
  {
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      59,
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      1,
      0,
      3
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    "rationale": "Classifying a fraud and writing up the outcome with recommendations is structured reporting from evidence already gathered.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2421",
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  },
  {
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      5,
      19
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      2,
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      1,
      2
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    "unstable": false,
    "rationale": "Field work for legal cases means going to where the records and people are, and collecting things properly.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2421",
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  },
  {
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      36,
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      0,
      2,
      0,
      3
    ],
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    "unstable": false,
    "rationale": "Transaction analysis is well suited to software, but decisions about suspected money laundering rest with the firm's nominated officer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:00:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2421",
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  },
  {
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      59,
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      3
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    "rationale": "Routine checks of financial records for discrepancies is repeatable comparison work that tools do quickly and consistently.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2421",
    "occupationId": null
  },
  {
    "taskId": "uk-2421-T-09165",
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      0,
      5
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      2,
      4,
      3,
      1
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    "rationale": "Evidence about an investigation is given in person under oath, and no document can stand in for the witness.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2421",
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  },
  {
    "taskId": "uk-2421-T-09168",
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      0,
      5
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      0,
      2,
      4,
      3,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Giving evidence in court is done in person under oath by the individual who did the work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2421",
    "occupationId": null
  },
  {
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      21,
      35
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      2,
      1,
      1,
      1,
      2
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    "rationale": "Investigating fraud and theft mixes desk analysis with visits, interviews and evidence handling that needs a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:33:03.484Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2421",
    "occupationId": null
  },
  {
    "taskId": "uk-2421-T-01787",
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      37,
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      1,
      0,
      2
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    "rationale": "Judging how strong the evidence is takes investigator experience of what stands up, which is hard to draw from documents.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:33:03.484Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2421",
    "occupationId": null
  },
  {
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      21,
      35
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      0,
      2
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    "rationale": "Compiling evidence for court has to follow strict handling rules, and an investigator has to vouch for how it was gathered.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:33:03.484Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2421",
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  },
  {
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    "rationale": "Disclosure rules are documented, but meeting them in a real case rests on the investigator's own account of what was done.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2421",
    "occupationId": null
  },
  {
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      1,
      3,
      1
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  },
  {
    "taskId": "uk-2421-T-04091",
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      1
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    "rationale": "Interviewing people for financial detail turns on the exchange in the room, not on any prepared document.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "occupationId": null
  },
  {
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      2
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  },
  {
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  },
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      3
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    "unstable": false,
    "rationale": "Designing fraud detection tools and procedures is well-documented technical work that current tools support strongly.",
    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2421",
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  {
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    "rationale": "Building up knowledge of investigation law and regulation is reading and summarising published material, which tools do very quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2421",
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      4
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    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2421",
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  {
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      2
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    "promptVersion": "task_scoring_v1.0",
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  {
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    "modelId": "claude-opus-5",
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    "rationale": "Preparing detailed reports for legal cases is structured write-up from collected material, which tools draft to a usable standard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "promptVersion": "task_scoring_v1.0",
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "rationale": "Interview statements can be drafted from recordings, but the person who took them has to stand behind their accuracy.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text-only",
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    "keyingScheme": "text-only",
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    "promptVersion": "task_scoring_v1.0",
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  },
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      4
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  },
  {
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      3
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  },
  {
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      3
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      3
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "promptVersion": "task_scoring_v1.0",
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      3,
      1,
      1
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    "rationale": "Searching premises, people and business records is a hands-on act carried out in person under legal powers.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      4
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2421",
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  },
  {
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      2
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    "keyingScheme": "text-only",
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  {
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      1
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    "modelId": "claude-opus-5",
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      4
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:00:00Z",
    "keyingScheme": "text+occupation",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2421",
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      2
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      2
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    "keyingScheme": "text-only",
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      4
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      2
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      3
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    "rationale": "Fund tax returns follow published rules and are largely produced by software, but a qualified person files them.",
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      4
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    "rationale": "Invoice processing is repetitive, well-documented work that finance software already handles with little human input.",
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    "rationale": "Tax advice for fund management needs a qualified adviser answerable for it, though the research behind it is easily drafted.",
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    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Auditing payroll and personnel records against tax and contribution rules is structured checking, with a qualified person confirming.",
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    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
  },
  {
    "taskId": "uk-2422-T-01620",
    "score": 66,
    "band": "high",
    "range": [
      62,
      70
    ],
    "d": [
      3,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Judging credit risk from financial data is exactly the kind of pattern work software does well, with the lender still owning the decision.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:00:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
  },
  {
    "taskId": "uk-2422-T-03814",
    "score": 81,
    "band": "very high",
    "range": [
      77,
      85
    ],
    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Filling in loan applications and running the credit analysis is form and calculation work software does reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
  },
  {
    "taskId": "uk-2422-T-19893",
    "score": 56,
    "band": "partial",
    "range": [
      52,
      60
    ],
    "d": [
      3,
      0,
      1,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Assembling the file and drafting a recommendation follows set criteria; the actual approval is made by the underwriter afterwards.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:00:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
  },
  {
    "taskId": "uk-2422-T-01579",
    "score": 66,
    "band": "high",
    "range": [
      59,
      73
    ],
    "d": [
      3,
      0,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Working out an affordable payment plan from earnings and payment history is calculation software handles, subject to a check.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
  },
  {
    "taskId": "uk-2422-T-03686",
    "score": 81,
    "band": "very high",
    "range": [
      77,
      85
    ],
    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Comparing a firm's ratios against similar businesses in the same sector and area is what analysis software does.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
  },
  {
    "taskId": "uk-2422-T-09127",
    "score": 81,
    "band": "very high",
    "range": [
      77,
      85
    ],
    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "These ratios are already produced by computer programs, as the task itself says.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
  },
  {
    "taskId": "uk-2422-T-18540",
    "score": 81,
    "band": "very high",
    "range": [
      77,
      85
    ],
    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Finding overdue accounts in customer files is a database search software does faster and more consistently.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
  },
  {
    "taskId": "uk-2422-T-02512",
    "score": 26,
    "band": "low",
    "range": [
      19,
      33
    ],
    "d": [
      2,
      0,
      2,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Chasing payment means a real conversation with someone who may be struggling, and the rules expect trained staff.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
  },
  {
    "taskId": "uk-2422-T-04404",
    "score": 31,
    "band": "low",
    "range": [
      24,
      38
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    "d": [
      2,
      0,
      1,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Formal credit data already moves electronically, but the informal exchanges between firms happen through people who know each other.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:00:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
  },
  {
    "taskId": "uk-2422-T-18217",
    "score": 30,
    "band": "low",
    "range": [
      23,
      37
    ],
    "d": [
      2,
      0,
      2,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Sorting out a complaint means listening to an unhappy customer, and the rules expect a trained person handling it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
  },
  {
    "taskId": "uk-2422-T-00812",
    "score": 48,
    "band": "partial",
    "range": [
      41,
      55
    ],
    "d": [
      3,
      0,
      2,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can analyse the numbers and suggest strategies, but a qualified adviser normally shapes and owns the plan.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
  },
  {
    "taskId": "uk-2422-T-00490",
    "score": 39,
    "band": "low",
    "range": [
      32,
      46
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    "d": [
      3,
      0,
      2,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Cash management ideas can be worked out from the figures, but clients expect a qualified person talking them through.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
  },
  {
    "taskId": "uk-2422-T-00893",
    "score": 48,
    "band": "partial",
    "range": [
      41,
      55
    ],
    "d": [
      3,
      0,
      2,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Drafting a plan from a client's circumstances is something software does well, with a qualified adviser finalising it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
  },
  {
    "taskId": "uk-2422-T-06626",
    "score": 16,
    "band": "minimal",
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      9,
      23
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    "d": [
      1,
      0,
      1,
      3,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Lists and pitch material can be generated, but winning new clients in investment work depends on personal relationships and referrals.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:00:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
  },
  {
    "taskId": "uk-2422-T-07204",
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    "band": "low",
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      14,
      28
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      2,
      0,
      2,
      3,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Talking through money worries depends on trust built with that particular client in the room or on the call.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
  },
  {
    "taskId": "uk-2422-T-16444",
    "score": 17,
    "band": "minimal",
    "range": [
      10,
      24
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      2,
      0,
      3,
      3,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Giving financial advice in the UK is a regulated act, and clients rely on trust in the adviser.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
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  {
    "taskId": "uk-2422-T-16490",
    "score": 46,
    "band": "partial",
    "range": [
      39,
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      3,
      0,
      1,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Giving people clear information to decide for themselves is something software does well, short of a personal recommendation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
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  {
    "taskId": "uk-2422-T-18130",
    "score": 56,
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      0,
      1,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Researching a client's situation and the market is reading and analysis work software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
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  {
    "taskId": "uk-2422-T-00041",
    "score": 23,
    "band": "low",
    "range": [
      16,
      30
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    "d": [
      1,
      0,
      0,
      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can suggest tactics and track numbers, but hitting targets means winning over real customers, which still rests on the adviser.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:00:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
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  {
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    "band": "low",
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      13,
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      1,
      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Hitting a target is something the person does through their own work and relationships, not an output software produces.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
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  {
    "taskId": "uk-2422-T-01040",
    "score": 39,
    "band": "low",
    "range": [
      32,
      46
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      0,
      2,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Explaining how a plan works is something software does clearly, though clients want a qualified person answering.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:49:18.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-2422-T-04287",
    "score": 18,
    "band": "minimal",
    "range": [
      11,
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    "d": [
      2,
      2,
      1,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can prepare the seminar material, but running a room full of people is done in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
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  {
    "taskId": "uk-2422-T-04817",
    "score": 56,
    "band": "partial",
    "range": [
      49,
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      1,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Coordinating with head office and providers is messages, forms and follow-ups that software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
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  {
    "taskId": "uk-2422-T-06936",
    "score": 69,
    "band": "high",
    "range": [
      65,
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    "d": [
      4,
      0,
      1,
      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Working out which debts to clear first and by when is arithmetic and rules that software applies reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
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  {
    "taskId": "uk-2422-T-08560",
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    "band": "partial",
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      33,
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    "d": [
      3,
      0,
      3,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Putting a plan into effect means placing regulated business, which an authorised firm has to do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
  },
  {
    "taskId": "uk-2422-T-08614",
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    "band": "partial",
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      53,
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    "d": [
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      2,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Turning financial jargon into plain English is one of the things software does very well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
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  {
    "taskId": "uk-2422-T-09259",
    "score": 69,
    "band": "high",
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      1,
      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Telling a client which documents to dig out is a checklist software can produce and chase.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
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  {
    "taskId": "uk-2422-T-10917",
    "score": 30,
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      23,
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      0,
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      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Online fact-finds capture much of this, but a regulated adviser must satisfy themselves they truly understand the customer's circumstances.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:00:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
  },
  {
    "taskId": "uk-2422-T-12074",
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    "band": "minimal",
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      9,
      23
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      1,
      0,
      1,
      3,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reminders and updates can be automated, but clients stay because of the personal relationship with their adviser.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:00:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
  },
  {
    "taskId": "uk-2422-T-12960",
    "score": 31,
    "band": "low",
    "range": [
      24,
      38
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    "d": [
      2,
      0,
      1,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Meeting a client's other advisers relies on professional rapport and things said rather than written down.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
  },
  {
    "taskId": "uk-2422-T-16315",
    "score": 39,
    "band": "low",
    "range": [
      32,
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    "d": [
      3,
      0,
      2,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can write the marketing, but financial promotions must be approved by an authorised person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
  },
  {
    "taskId": "uk-2422-T-17145",
    "score": 39,
    "band": "low",
    "range": [
      32,
      46
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    "d": [
      3,
      0,
      2,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can model the options, but finance teams expect a named professional behind the recommendation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
  },
  {
    "taskId": "uk-2422-T-17580",
    "score": 69,
    "band": "high",
    "range": [
      65,
      73
    ],
    "d": [
      4,
      0,
      1,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Regular pension and investment updates are generated from account data, which software does accurately and on time.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
  },
  {
    "taskId": "uk-2422-T-18145",
    "score": 81,
    "band": "very high",
    "range": [
      77,
      85
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      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Screening and comparing funds and products is a data task software already does across the whole market.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
  },
  {
    "taskId": "uk-2422-T-18517",
    "score": 69,
    "band": "high",
    "range": [
      65,
      73
    ],
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      4,
      0,
      1,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Watching accounts for changes that should trigger a review is monitoring software does continuously.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
  },
  {
    "taskId": "uk-2422-T-19155",
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      4,
      18
    ],
    "d": [
      1,
      0,
      3,
      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Selling a regulated product depends on a client trusting an authorised person, not on producing a document.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
  },
  {
    "taskId": "uk-2422-T-00196",
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      49,
      63
    ],
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      3,
      0,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Keeping the required records is document work software does well, though the duty to comply sits with a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
  },
  {
    "taskId": "uk-2422-T-01047",
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    "range": [
      52,
      60
    ],
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      3,
      0,
      1,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Routine questions about products and services are already answered by automated channels, with staff picking up the unusual ones.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:00:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
  },
  {
    "taskId": "uk-2422-T-02481",
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      77,
      85
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    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Valuing a pension fund is a defined calculation on known figures, which software performs accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
  },
  {
    "taskId": "uk-2422-T-03633",
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    "range": [
      23,
      37
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    "d": [
      2,
      0,
      2,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Drafts come easily, but anything said to investors or the public must be approved by an authorised person before it goes out.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:00:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
  },
  {
    "taskId": "uk-2422-T-04394",
    "score": 15,
    "band": "minimal",
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      8,
      22
    ],
    "d": [
      2,
      2,
      1,
      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can build the workshop content, but running the session with worried people in the room needs a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
  },
  {
    "taskId": "uk-2422-T-07064",
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      65,
      73
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      4,
      0,
      1,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Working out which specialist a customer needs is routing software does quickly and consistently.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
  },
  {
    "taskId": "uk-2422-T-09109",
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      77,
      85
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      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cash flow statements and variance analysis come straight from accounting data, which software processes reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
  },
  {
    "taskId": "uk-2422-T-10837",
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      39,
      53
    ],
    "d": [
      3,
      0,
      1,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can explain what the projections and documents mean, though clients often want it walked through with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
  },
  {
    "taskId": "uk-2422-T-11192",
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      68,
      76
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      3,
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      1,
      0,
      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Product terms and legislation are published and change in public, so automated tracking and summarising covers most of this.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:00:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
  },
  {
    "taskId": "uk-2422-T-11645",
    "score": 88,
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      84,
      92
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      4,
      0,
      1,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping records complete and accurate is routine, well-documented work that software already handles reliably in finance.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:00:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
  },
  {
    "taskId": "uk-2422-T-12005",
    "score": 88,
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      84,
      92
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      4,
      0,
      1,
      0,
      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Client record-keeping is routine, structured work that finance systems and software already handle reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:00:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
  },
  {
    "taskId": "uk-2422-T-13150",
    "score": 66,
    "band": "high",
    "range": [
      59,
      73
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      3,
      0,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Tracking rule changes and working out what they mean is reading and summarising, which software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
  },
  {
    "taskId": "uk-2422-T-13151",
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      59,
      73
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reviewing new products and slotting them into what the firm offers is largely research and documentation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
  },
  {
    "taskId": "uk-2422-T-13341",
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      59,
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      1,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Keeping up with new loans and services on the market is research software can do continuously.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
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  {
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      17,
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      3,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Negotiating terms turns on the relationship and what each side will concede live, not on drafting.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
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  {
    "taskId": "uk-2422-T-13704",
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      17,
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      0,
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      3,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Getting a better deal from a provider depends on a live relationship and bargaining position.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
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  {
    "taskId": "uk-2422-T-14886",
    "score": 66,
    "band": "high",
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      59,
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      0,
      1,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Identifying financial and security risks from available data is analysis software does thoroughly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
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  {
    "taskId": "uk-2422-T-15620",
    "score": 81,
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      77,
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      1,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Building financial reports from accounting data is routine software work, with a person reviewing before release.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
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  {
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      77,
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Performance reports are produced automatically from holdings and market data by portfolio systems.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
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  {
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      2,
      3
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    "confidence": "medium",
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    "rationale": "The research can be automated, but recommending investments to a client is a regulated act by an authorised adviser.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Recommending specific shares or bonds to a client is a regulated act only an authorised adviser can make.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "A complaint about advice needs a trained person to weigh it and rebuild the client's confidence.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
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      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Looking up and updating customer account details is straightforward system work software does faster and more accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Answering members' questions about their benefits draws on scheme documents, which software can read and explain.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Payment collection is already largely automated through banking systems, with staff stepping in only when something goes wrong.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:00:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2422",
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      1,
      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Tax reliefs and grants for low-emission vehicles are published rules software can look up and explain precisely.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Member statements are generated from scheme records, which software produces on schedule.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
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      46,
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      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Chasing agents, valuers and lenders is largely messages and follow-ups, though deals often move on a phone call.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
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      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Opening accounts and making payments is highly automated, but holding and moving client money is restricted to authorised firms.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:00:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2422",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Scheme administration can be largely systemised, but someone qualified has to hold responsibility for it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
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      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Adviser support is diary, document and record work that software handles well.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Cost-benefit comparison across programmes and financing options is structured modelling software does well.",
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    "rationale": "Valuation and pricing methods are standard and the inputs are market data, so software produces results at professional quality.",
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    "rationale": "Accounts are largely produced by software, but statutory reports still need a qualified accountant behind them.",
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    "rationale": "Order placing is already largely automated, but buying investments for someone else is an activity the regulator restricts to authorised firms.",
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    "rationale": "Terms can be modelled and compared quickly, but arranging finance involves negotiation and, for regulated lending, an authorised firm.",
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    "rationale": "Reworking budgets is calculation, but agreeing them means talking managers through what has changed.",
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    "rationale": "Matching allocations across programmes and reserves is reconciliation work software does exactly.",
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  {
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      3
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    "rationale": "Fund data and green criteria are published, but recommending these products to customers is restricted to authorised, qualified advisers.",
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    "modelId": "claude-opus-5",
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  {
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      3
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    "rationale": "Summarising budgets behind a funding request is document work software does clearly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "rationale": "Checklists help, but overseeing junior colleagues' work is a supervisory duty the firm must place with a suitably qualified person.",
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      4
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    "keyingScheme": "text-only",
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    "rationale": "Tracking new mortgage products and rule changes is research software does well, though the advice itself is regulated.",
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    "rationale": "The differences between mortgage types are published, well-documented facts software explains clearly.",
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    "rationale": "Lending decisions inside set limits are already made automatically, with a person accountable for the policy.",
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    "rationale": "Referral networks are built on personal trust between professionals over time, which cannot be produced as a document.",
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    "rationale": "Monitoring can be automated, but the rules put responsibility on named individuals at the firm.",
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    "rationale": "This is a duty a regulated person carries personally, not a piece of work that can be produced.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "This is a set disclosure with published wording, so producing it is straightforward once the firm's status is known.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "rationale": "Unpicking a stuck application means negotiating with an underwriter about a case that does not fit the rules.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
  },
  {
    "taskId": "uk-2422-T-18298",
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      49,
      63
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      3,
      0,
      1,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Answering application queries draws on file records software can search and explain.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
  },
  {
    "taskId": "uk-2422-T-18536",
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      77,
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      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Reviewing credit and loan files for completeness and accuracy is document checking software does thoroughly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
  },
  {
    "taskId": "uk-2422-T-18598",
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      62,
      70
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      3,
      0,
      1,
      0,
      3
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    "unstable": false,
    "rationale": "Checking a standard agreement against a checklist is well-defined document work that software does accurately and fast.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:00:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
  },
  {
    "taskId": "uk-2422-T-00170",
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      18,
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      3,
      0,
      3
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    "confidence": "medium",
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    "rationale": "Following the rules is a personal responsibility held by an authorised individual, not a document to be produced.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
  },
  {
    "taskId": "uk-2422-T-00549",
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      17,
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    "d": [
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Valuing property properly usually means seeing the site, and the judgement carries a qualified valuer's name.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
  },
  {
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      84,
      92
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    "d": [
      4,
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      1,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Payment schedules follow published formulas, and software calculates them exactly every time.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
  },
  {
    "taskId": "uk-2422-T-02991",
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      55,
      63
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      4,
      0,
      2,
      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Explaining how fees and commission work is a set disclosure software can produce clearly and consistently.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
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  {
    "taskId": "uk-2422-T-09038",
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      77,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Identifying and passing on accounts that cannot be settled follows fixed rules and is straightforward to automate.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:00:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
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  {
    "taskId": "uk-2422-T-09052",
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      24,
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    "d": [
      2,
      0,
      3,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can assemble the file, but cooperating with an ombudsman investigation is a duty on the firm and its people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
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  {
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      70,
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      4,
      0,
      1,
      1,
      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Credit options, incentives and tax rebates are published information software can look up and explain accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
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  {
    "taskId": "uk-2422-T-12830",
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    "band": "high",
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      65,
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      4,
      0,
      1,
      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Matching someone's circumstances against published eligibility rules is a checking job software does thoroughly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
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  {
    "taskId": "uk-2422-T-18450",
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      62,
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      1,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Deciding which balances are uncollectable follows set criteria on data already held, which software applies consistently.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:00:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
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  {
    "taskId": "uk-2422-T-18496",
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      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Checking invoices and statements against records is arithmetic and matching, which software does faster and more accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
  },
  {
    "taskId": "uk-2422-T-19041",
    "score": 81,
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      1,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Selecting eligible candidates from a database against set criteria is a query software runs instantly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
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  {
    "taskId": "uk-2422-T-19266",
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      23,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Setting credit policy is a judgement call agreed between senior people about how much risk the firm will take.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:49:18.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
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  {
    "taskId": "uk-2422-T-19626",
    "score": 46,
    "band": "partial",
    "range": [
      39,
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      1,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can gather needs and feedback through forms and chat, though some customers open up more to a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
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  {
    "taskId": "uk-2422-T-19628",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Agreeing repayments with someone in difficulty needs a trained person who can judge how they are coping.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
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  {
    "taskId": "uk-2422-T-20011",
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    "rationale": "Supervising staff and answering for their compliance is a personal responsibility held by a named individual.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
    "occupationId": null
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    "taskId": "uk-2422-T-21037",
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Updating and recategorising account records as statuses change is routine system work software does reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
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    "d": [
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      3,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Selling life cover depends on a client trusting an authorised person with a very personal decision.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2422",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reliefs and allowances are well documented, but planning advice comes from an adviser who carries the responsibility.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2423",
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    "d": [
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Tax legislation is published and highly structured, so applying it to a set of facts suits software well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2423",
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  {
    "taskId": "uk-2423-T-02469",
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    "band": "high",
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    "d": [
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Tax computations follow published rules applied to figures already held, which software does accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2423",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Applying tax law to a case is rule-following against published legislation, which software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2423",
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    "rationale": "Options can be laid out, but a tax strategy depends on knowing the client's plans and standing behind the advice.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2423",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Returns are produced from records under published rules, so software drafts them well, with the adviser taking responsibility for filing.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:00:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2423",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The technical answer is often straightforward, but clients pay for an adviser who is accountable for it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2423",
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Pulling client data into tax software is routine data handling that is already largely automated.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2423",
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  {
    "taskId": "uk-2423-T-03798",
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Filling in tax forms from tax tables and instructions is exactly what software already does.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2423",
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  {
    "taskId": "uk-2423-T-08640",
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    "band": "partial",
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    "unstable": false,
    "rationale": "Tax rules are published and easy to explain plainly, though clients value hearing it from their own adviser.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2423",
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  {
    "taskId": "uk-2423-T-13696",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Letters and calculations draft well from published rules, but settling a dispute means a real negotiation with HMRC's officers.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:00:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2423",
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  {
    "taskId": "uk-2423-T-16659",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Research is strong, but advice on a tax dispute is given by someone professionally answerable for it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2423",
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  {
    "taskId": "uk-2423-T-00881",
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    "band": "high",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Sifting transaction records for patterns suits software well, with the tax adviser checking results before they feed anything filed.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:00:00Z",
    "keyingScheme": "text+occupation",
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    "rationale": "Reading financial records to see which tax forms are needed is a documented mapping task.",
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    "rationale": "Papers and arguments can be drafted from published case law, but someone must stand up at the hearing and answer the judge live.",
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    "rationale": "Reports are generated from accounting data using standard formats, with the adviser reviewing them before they reach the client.",
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    "rationale": "Building a client presentation from the underlying numbers is document work AI does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Turning findings into a clear client deck is well within what software produces.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Reviewing controls and suggesting improvements is analysis and writing AI supports strongly.",
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    "rationale": "Drawing findings together into a management report is well-structured writing software handles, with the adviser presenting it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Turning meeting notes into a clear summary and next steps is routine write-up work.",
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    "keyingScheme": "text-only",
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    "rationale": "Correlating signals to decide whether something is a real incident is increasingly done by detection software.",
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  {
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    "rationale": "The briefing pack is easy to produce; answering a minister’s questions in the room is not.",
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    "modelId": "claude-opus-5",
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      2
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    "rationale": "Seizing and preserving devices is handled physically to strict standards so the evidence stands up later.",
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    "rationale": "Threat intelligence gathering is feed-driven and already largely automated in security tooling.",
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    "rationale": "Judging who might be worth approaching rests on experience and context rarely written down.",
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    "rationale": "People tell you things because they are sitting with someone they have come to trust.",
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    "rationale": "Operating surveillance equipment on the ground means being there with it.",
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    "rationale": "Machine translation is strong, though coded or deliberately obscured language still needs expert handling.",
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    "rationale": "Operating surveillance equipment at a location is physical work carried out under formal authorisation.",
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    "rationale": "Writing up project updates from existing records is a straightforward writing job for current tools.",
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    "rationale": "Drafting a letter from known facts is one of the things software does most reliably.",
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    "rationale": "Contacting lenders and planning officers is largely routine correspondence, though useful answers often come from knowing the person.",
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    "rationale": "Getting envelopes into the post is physical work in the office.",
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    "rationale": "Invoicing and expense billing is routine, rule-based paperwork that software already produces, with someone authorising payment.",
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    "rationale": "Taking calls and routing them is transactional, and automated systems already do much of it.",
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    "rationale": "Booking appointments is scheduling work that online systems already do from start to finish.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Once the facts of an incident are known, filling in an accident report is standard form work software completes well.",
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    "rationale": "Advice papers can be drafted from published evidence, though what will work politically comes from local judgement.",
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  {
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      4
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    "modelId": "claude-opus-5",
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  {
    "taskId": "uk-2440-T-06949",
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    "keyingScheme": "text+occupation",
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  {
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      3
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  {
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  {
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    "rationale": "Checking health and safety on the ground means being there to see it.",
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  {
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    "rationale": "Environmental impacts of process changes can be assessed from published methods, though plant detail needs specialists.",
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    "rationale": "Generating safety solutions across different specialisms works through discussion between people.",
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    "confidence": "medium",
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    "rationale": "Governance reporting can be drafted, but a named officer has to stand behind what is disclosed.",
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    "rationale": "Building statistical models in code is one of the strongest uses of current software.",
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    "rationale": "Compliance improvements can be drafted, but enforcing them needs someone accountable inside the business.",
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    "keyingScheme": "text-only",
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    "scoredUnderOccupationId": "uk-soc-2451",
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      3
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      1,
      2,
      2
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    "rationale": "Overseeing contractors is live, on-site management of people and problems.",
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      3
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2451",
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      3
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    "confidence": "medium",
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    "rationale": "Tender documents are assembled from standard sections and project information, which software handles well.",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2451",
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      1,
      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Problems on site are solved by people looking at the actual work and agreeing a fix.",
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      0,
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      3
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      1,
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      2
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    "rationale": "Judging local environmental impact needs site knowledge and a professional prepared to stand behind the finding.",
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      0,
      2,
      2
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    "confidence": "medium",
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    "rationale": "Refining how a scheme looks is a judgement conversation between designers.",
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    "modelId": "claude-opus-5",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Daylight design has documented methods, but each existing building throws up conditions only a visit reveals.",
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    "rationale": "Talking through what a client wants and can afford depends on live discussion.",
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    "rationale": "Site safety means being present, spotting hazards and instructing people, backed by legal duties on named individuals.",
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    "rationale": "Checking what actually arrives on site means someone physically inspecting the materials.",
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      3
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    "rationale": "Assembling and lodging a tender pack is standard, deadline-driven paperwork, with a final human check before submission.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Report writing from project information suits these tools well, with the architect checking the technical content.",
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    "confidence": "low",
    "unstable": false,
    "rationale": "Approving demolition rests on site knowledge and a professional taking responsibility, with statutory consent coming from the council.",
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    "rationale": "Energy modelling is standard, well-documented arithmetic that software does reliably, with the architect checking the assumptions.",
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    "rationale": "Sustainable design methods are documented, but the actual building design still needs the architect's hand.",
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    "rationale": "Design proposals can be drafted quickly, but the concept itself is the architect original thinking.",
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    "rationale": "Coordinating deliveries against a programme is scheduling and tracking work software does well.",
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    "rationale": "Negotiating terms depends on live bargaining and someone accountable for what gets signed.",
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      3
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    "rationale": "Building contracts come from standard forms, so filling and assembling them is routine drafting work.",
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    "modelId": "claude-opus-5",
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    "rationale": "Planning applications follow published forms and policies, so most of the pack drafts well for checking.",
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    "keyingScheme": "text-only",
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    "rationale": "Coordination is mostly chasing and agreeing with people, helped but not replaced by project tools.",
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    "keyingScheme": "text+occupation",
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    "keyingScheme": "text-only",
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    "rationale": "Leading sustainable landscape design carries professional responsibility and needs judgement about specific places.",
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    "rationale": "Overseeing regeneration schemes mixes documented planning work with judgement about real streets and users.",
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    "rationale": "Producing accurate scale drawings is drafting work that design software already does very well.",
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    "rationale": "Environmental statements must be produced by recognised competent experts, and the decisive site evidence is gathered in the field.",
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    "rationale": "These contracts follow standard forms and are checked by the supervising architect or engineer, so first drafts generate reliably.",
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    "rationale": "Reading and interpreting technical data for product development is squarely the kind of task software now does well.",
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    "rationale": "Supervising field surveys means being outdoors with the team while the measurements are taken.",
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    "rationale": "Weight calculations follow set formulas and are checked by the engineer responsible for the design.",
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    "rationale": "Material and process choices come from published specifications and performance data, which software can match to requirements.",
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    "rationale": "Comparing test results against a specification is a numerical check with a clear right answer.",
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  {
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      3
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    "rationale": "Pulling investigation notes and sources into a structured report is exactly the kind of writing machines do reliably.",
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    "keyingScheme": "text+occupation",
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    "rationale": "Site selection for wind farms is mapping and constraint analysis over published datasets.",
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    "scoredUnderOccupationId": "uk-soc-2452",
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      4
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    "rationale": "Turning land use data into charts and written reports is routine analysis and drafting.",
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  {
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      3
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    "rationale": "Writing and editing reports is one of the strongest uses of current software.",
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    "rationale": "Keeping planning maps up to date is mapping software work over existing datasets.",
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      3
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    "rationale": "Keeping plot records, maps and property details up to date is record-keeping software does reliably.",
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    "rationale": "Preparing and presenting maps and plans in design and mapping software is documented work with strong automated support.",
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    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2454",
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    "rationale": "Pulling map data from databases is well-documented, repeatable work that software does quickly.",
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    "rationale": "Programme materials are easy to produce, but community education is delivered in person.",
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    "rationale": "Planning a mapping project draws on well documented methods and abundant spatial data.",
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    "modelId": "claude-opus-5",
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    "modelId": "claude-opus-5",
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    "rationale": "Updating records with current land use statistics is routine data maintenance.",
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    "rationale": "Software can design a new filing system, but moving existing records across is a hands-on project.",
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    "confidence": "medium",
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    "rationale": "Booking venues and setting agendas is scheduling work that software handles, with occasional practical arrangements.",
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    "rationale": "Automatic transcription and summarising already produce usable minutes from a recording of the meeting.",
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    "rationale": "Imagining an original scheme before it exists is creative work software can only assist with.",
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    "rationale": "Advice on flooding, transport and heritage draws on documented policy and published evidence.",
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    "rationale": "Original landscape concepts come from a designer's own vision, not from assembling known material.",
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    "rationale": "Preparing statutory submission packs is document assembly, though an accountable professional signs them off.",
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    "rationale": "Tracking new land use regulations is monitoring published legal text, which software does quickly.",
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    "rationale": "Mediating a dispute works only if both sides trust the person in the middle.",
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    "modelId": "claude-opus-5",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-1134",
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    "rationale": "Taking cores, water and organism samples is hands-on collection that has to be done in person.",
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    "rationale": "Charts are built from survey data, but navigation safety means a qualified hydrographer must stand behind what is published.",
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    "rationale": "Writing procedures for accurate property assessment is documented process design that software drafts well.",
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    "rationale": "Contract negotiation turns on live give and take with the other party and the trust behind it.",
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    "rationale": "Judging structural integrity means being in the building, looking at cracks and movement in person.",
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      3
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    "keyingScheme": "text-only",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "keyingScheme": "text-only",
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    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Agendas and minutes can be produced automatically, but a progress meeting works through people talking to each other.",
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    "rationale": "Someone competent has to be on site and legally answerable for the work meeting building rules.",
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    "rationale": "Working out how many people and what trades a programme needs is a calculation from the schedule and drawings.",
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    "rationale": "Quality assurance systems are standard and well documented, so the procedures and checks can be drafted readily.",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2461",
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  },
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      77,
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    ],
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2461",
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  },
  {
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      2,
      1,
      2
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    "unstable": false,
    "rationale": "Spotting an ethical dilemma and sitting with it honestly is a personal judgement, not something to be drafted.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2461",
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  {
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      60,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Where to get food vouchers and how to apply is published information that software can look up and explain clearly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2461",
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  {
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    "d": [
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      2,
      3
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    "confidence": "medium",
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    "rationale": "Housing rules and forms are published and easy to explain, but people often need someone beside them through the process.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2461",
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  {
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    "rationale": "Outcome data can be summarised, but judging whether support genuinely helped a family rests on professional judgement.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2461",
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  },
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      77,
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      3
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    "rationale": "Keeping case and financial records straight is systematic recording work that software handles very well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2461",
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  },
  {
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      49,
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      3,
      0,
      1,
      1,
      3
    ],
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    "rationale": "Choosing the right service from local directories is lookup work software does well, with the worker confirming the referral.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2461",
    "occupationId": null
  },
  {
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      24,
      38
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      1,
      2,
      2
    ],
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:00:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2461",
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  {
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      2
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2461",
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  },
  {
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      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Phone support works because a particular worker the client already knows is on the other end.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  },
  {
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      49,
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      1,
      3
    ],
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    "rationale": "Matching a person to the right service is directory work software does well, with the social worker checking it suits them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2461",
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  },
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    "rationale": "Form filling is highly structured and well documented, though people often need someone alongside them to get it done.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:00:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2461",
    "occupationId": null
  },
  {
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      2,
      2
    ],
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    "rationale": "Case notes can be summarised automatically, but supervision is a professional conversation between two practitioners about a real family.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2461",
    "occupationId": null
  },
  {
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      3,
      1
    ],
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    "rationale": "This history is not written down anywhere; it comes out in conversation with family members who need to trust the worker.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:00:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2461",
    "occupationId": null
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  {
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    "rationale": "The information itself is standard and easy to produce, but it is delivered by visiting people where they live.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2461",
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  {
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    "rationale": "Matching a need to the right local service is mostly directory work, though what is actually available varies locally.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2461",
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  {
    "taskId": "uk-2461-T-21817",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Contracts and project reports follow set formats, so a solid draft can be produced quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2461",
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    "rationale": "Course, training and job information is published and easy to keep on top of automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Compiling and sending routine reports upwards is structured, repeatable work that software handles from existing case data.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2461",
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    "rationale": "Progress can be measured automatically, but meeting caseload targets means doing the underlying work with real people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "rationale": "Funding bids draft to a usable start, but a convincing case needs local evidence and knowledge of the funder.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "A working network of other providers exists because particular people know and trust each other.",
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    "modelId": "claude-opus-5",
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      3
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    "rationale": "Turning case data into statistics and tables is straightforward number work that software already does.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      3,
      1
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    "rationale": "Helping someone with few qualifications get somewhere depends on a relationship built face to face.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Practical household advice is widely published and easy to generate, though it usually needs raising tactfully with the person at home.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Sample budgets and charts are standard published tools, so building a food budget with someone is easy to generate.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
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      2
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    "rationale": "The questions are easy to set out, but people tend to be more open with a person sitting opposite them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      1
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    "unstable": false,
    "rationale": "Activity plans can be drawn up in advance, but supervising residents means being there in the room while things happen.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:00:00Z",
    "keyingScheme": "text+occupation",
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  {
    "taskId": "uk-2461-T-11157",
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    "d": [
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      3,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Acting to protect someone at risk is a legal duty that only a registered social worker can carry out.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2461",
    "occupationId": null
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  {
    "taskId": "uk-2461-T-14987",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Placing a child is a legal act carried out by a named social worker, and it happens in the real world.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2461",
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  {
    "taskId": "uk-2461-T-00453",
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Guidance can be written, but foster and adoptive parents act on advice from someone who knows their household.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2461",
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  {
    "taskId": "uk-2461-T-01660",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Judging whether a home is right for a child means going there and seeing it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2461",
    "occupationId": null
  },
  {
    "taskId": "uk-2461-T-05059",
    "score": 21,
    "band": "low",
    "range": [
      14,
      28
    ],
    "d": [
      2,
      0,
      2,
      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "General guidance is documented, but this counselling relies on a trusting relationship and, in statutory cases, a registered social worker doing it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:00:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2461",
    "occupationId": null
  },
  {
    "taskId": "uk-2461-T-10915",
    "score": 4,
    "band": "minimal",
    "range": [
      0,
      8
    ],
    "d": [
      1,
      2,
      3,
      3,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "The assessment is a statutory duty of the registered social worker and depends on face-to-face conversations with people who open up.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:00:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2461",
    "occupationId": null
  },
  {
    "taskId": "uk-2461-T-11627",
    "score": 81,
    "band": "very high",
    "range": [
      77,
      85
    ],
    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Maintaining accurate case histories is structured recording work of exactly the kind software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2461",
    "occupationId": null
  },
  {
    "taskId": "uk-2461-T-12948",
    "score": 9,
    "band": "minimal",
    "range": [
      2,
      16
    ],
    "d": [
      2,
      2,
      3,
      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Support plans can be drafted, but agreeing them happens in a meeting with the family and carries legal weight.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2461",
    "occupationId": null
  },
  {
    "taskId": "uk-2461-T-21658",
    "score": 8,
    "band": "minimal",
    "range": [
      1,
      15
    ],
    "d": [
      1,
      1,
      2,
      3,
      1
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Joint working across agencies runs on colleagues trusting each other enough to share and act.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2461",
    "occupationId": null
  },
  {
    "taskId": "uk-2461-T-00150",
    "score": 27,
    "band": "low",
    "range": [
      20,
      34
    ],
    "d": [
      2,
      0,
      3,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "The written analysis can be supported, but conclusions about abuse and custody must come from an accountable professional.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2461",
    "occupationId": null
  },
  {
    "taskId": "uk-2461-T-01373",
    "score": 22,
    "band": "low",
    "range": [
      15,
      29
    ],
    "d": [
      2,
      0,
      3,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Finding and booking services is routine, but referring someone into mental health or substance misuse treatment is done by the registered worker.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:00:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2461",
    "occupationId": null
  },
  {
    "taskId": "uk-2461-T-02019",
    "score": 10,
    "band": "minimal",
    "range": [
      3,
      17
    ],
    "d": [
      2,
      2,
      2,
      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Helping a parent meet their child's needs happens in the home, in a relationship built over time.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2461",
    "occupationId": null
  },
  {
    "taskId": "uk-2461-T-05661",
    "score": 1,
    "band": "minimal",
    "range": [
      0,
      5
    ],
    "d": [
      0,
      2,
      2,
      4,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Empathy and authority only exist in how a person actually is with someone else.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2461",
    "occupationId": null
  },
  {
    "taskId": "uk-2461-T-08239",
    "score": 7,
    "band": "minimal",
    "range": [
      3,
      11
    ],
    "d": [
      1,
      1,
      1,
      4,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Earning someone's trust when they may be frightened of you is the whole point, and it needs a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2461",
    "occupationId": null
  },
  {
    "taskId": "uk-2461-T-10955",
    "score": 2,
    "band": "minimal",
    "range": [
      0,
      6
    ],
    "d": [
      1,
      3,
      3,
      3,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Deciding whether a child needs protecting means seeing and speaking with them in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2461",
    "occupationId": null
  },
  {
    "taskId": "uk-2461-T-11632",
    "score": 56,
    "band": "partial",
    "range": [
      49,
      63
    ],
    "d": [
      3,
      0,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Reports and court evidence follow set formats, but the evidence must be the accountable worker's own account.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2461",
    "occupationId": null
  },
  {
    "taskId": "uk-2461-T-16350",
    "score": 9,
    "band": "minimal",
    "range": [
      2,
      16
    ],
    "d": [
      1,
      1,
      1,
      3,
      1
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Making sure someone's voice is genuinely heard depends on a person standing alongside them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2461",
    "occupationId": null
  },
  {
    "taskId": "uk-2461-T-20148",
    "score": 7,
    "band": "minimal",
    "range": [
      0,
      14
    ],
    "d": [
      1,
      2,
      2,
      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Parenting skills are learned by doing them with someone present who can coach in the moment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2461",
    "occupationId": null
  },
  {
    "taskId": "uk-2461-T-21773",
    "score": 56,
    "band": "partial",
    "range": [
      49,
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    ],
    "d": [
      3,
      0,
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      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Assessment reports follow a clear structure, though the professional judgement inside them must be a registered worker's.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2461",
    "occupationId": null
  },
  {
    "taskId": "uk-2461-T-01191",
    "score": 6,
    "band": "minimal",
    "range": [
      0,
      13
    ],
    "d": [
      1,
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      3,
      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Applying social care knowledge to a real person's life happens with them, and carries professional accountability.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2461",
    "occupationId": null
  },
  {
    "taskId": "uk-2461-T-02062",
    "score": 1,
    "band": "minimal",
    "range": [
      0,
      5
    ],
    "d": [
      0,
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      4,
      2,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Giving evidence at a hearing is legally the act of the named person in the room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2461",
    "occupationId": null
  },
  {
    "taskId": "uk-2461-T-05020",
    "score": 37,
    "band": "low",
    "range": [
      30,
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    ],
    "d": [
      2,
      0,
      1,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Coordination is largely scheduling and messaging, but agreeing who does what still needs the people involved.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2461",
    "occupationId": null
  },
  {
    "taskId": "uk-2461-T-07016",
    "score": 20,
    "band": "low",
    "range": [
      13,
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    ],
    "d": [
      2,
      1,
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      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Working out what is going wrong for a pupil, and arranging help, depends on knowing the child and the school.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2461",
    "occupationId": null
  },
  {
    "taskId": "uk-2461-T-08970",
    "score": 20,
    "band": "low",
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      13,
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    ],
    "d": [
      2,
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      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Tracking whether services are delivered is easy to automate; judging whether they are actually working stays with the qualified worker.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:00:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2461",
    "occupationId": null
  },
  {
    "taskId": "uk-2461-T-11991",
    "score": 7,
    "band": "minimal",
    "range": [
      3,
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    ],
    "d": [
      1,
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      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Professional relationships are exactly that: relationships between particular people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2461",
    "occupationId": null
  },
  {
    "taskId": "uk-2461-T-16482",
    "score": 0,
    "band": "minimal",
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    ],
    "d": [
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      3,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Caring for children in a residential setting is being there with them, hour after hour.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2461",
    "occupationId": null
  },
  {
    "taskId": "uk-2461-T-17508",
    "score": 50,
    "band": "partial",
    "range": [
      43,
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    ],
    "d": [
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    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Referring someone on is mostly matching a need to a list of services, though local provision varies.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2461",
    "occupationId": null
  },
  {
    "taskId": "uk-2461-T-21823",
    "score": 31,
    "band": "low",
    "range": [
      27,
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    ],
    "d": [
      2,
      0,
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      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Drafting from case notes works well, but a court or statutory report has to be written and signed by the registered social worker.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:00:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2461",
    "occupationId": null
  },
  {
    "taskId": "uk-2461-T-00634",
    "score": 28,
    "band": "low",
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      24,
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    ],
    "d": [
      2,
      0,
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      3,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Guidance is well described in general terms, but progress depends on a young person trusting the adult they are talking to.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:00:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2461",
    "occupationId": null
  },
  {
    "taskId": "uk-2461-T-02805",
    "score": 9,
    "band": "minimal",
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    ],
    "d": [
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      1
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Challenging discrimination on someone's behalf means a person willing to speak up in the room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2461",
    "occupationId": null
  },
  {
    "taskId": "uk-2461-T-04592",
    "score": 17,
    "band": "minimal",
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      10,
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    ],
    "d": [
      1,
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      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Meeting notes and draft plans are easy to produce, but agreeing the plan is a discussion the registered worker leads.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:00:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2461",
    "occupationId": null
  },
  {
    "taskId": "uk-2461-T-06105",
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    "band": "low",
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    ],
    "d": [
      2,
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      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Understanding why a child is missing school depends on honest conversations with parents and teachers.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2461",
    "occupationId": null
  },
  {
    "taskId": "uk-2461-T-09050",
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    "range": [
      6,
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    ],
    "d": [
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      1,
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    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "These duties are placed by law on the registered social worker personally, so the responsibility cannot be handed to software.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:00:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2461",
    "occupationId": null
  },
  {
    "taskId": "uk-2461-T-11409",
    "score": 37,
    "band": "low",
    "range": [
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    ],
    "d": [
      2,
      0,
      1,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Liaison is largely correspondence and coordination, though decisions get made in conversations between named people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2461",
    "occupationId": null
  },
  {
    "taskId": "uk-2461-T-12591",
    "score": 8,
    "band": "minimal",
    "range": [
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    ],
    "d": [
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      1
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Holding competing values in tension is a judgement a professional makes and has to answer for.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2461",
    "occupationId": null
  },
  {
    "taskId": "uk-2461-T-16607",
    "score": 64,
    "band": "high",
    "range": [
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    "d": [
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      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Details of local health and community services are published, so finding and explaining the options is easily produced.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:00:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2461",
    "occupationId": null
  },
  {
    "taskId": "uk-2461-T-20063",
    "score": 10,
    "band": "minimal",
    "range": [
      3,
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    ],
    "d": [
      1,
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      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Supervising staff means noticing how they are coping and being someone they can be honest with.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2461",
    "occupationId": null
  },
  {
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    "rationale": "Assembling and keeping case files is structured administrative work that case management systems already largely automate.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:00:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2461",
    "occupationId": null
  },
  {
    "taskId": "uk-2461-T-04842",
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      19,
      33
    ],
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      2,
      0,
      2,
      2,
      2
    ],
    "confidence": "medium",
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:00:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2461",
    "occupationId": null
  },
  {
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      68,
      82
    ],
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      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Service information is published, so producing a clear, well-organised pack is something software drafts well, with local details checked.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:00:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2461",
    "occupationId": null
  },
  {
    "taskId": "uk-2461-T-09088",
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      0,
      12
    ],
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      1,
      2,
      2,
      3,
      1
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "This information comes from face-to-face conversations with people who must be willing to talk, and it is not written down anywhere.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:00:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2461",
    "occupationId": null
  },
  {
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      13,
      27
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    "d": [
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      2,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Course plans and materials are easy to generate, but running the sessions means standing in a room with the group.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:00:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2461",
    "occupationId": null
  },
  {
    "taskId": "uk-2461-T-12211",
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      9,
      23
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      4,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Decisions about hearings and venues are formal legal steps taken by people with the authority to take them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2461",
    "occupationId": null
  },
  {
    "taskId": "uk-2461-T-13756",
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      0,
      11
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      1,
      3,
      3,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Observing and testing someone to spot difficulties means being with them while they try.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2461",
    "occupationId": null
  },
  {
    "taskId": "uk-2461-T-11011",
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    "band": "high",
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      59,
      73
    ],
    "d": [
      3,
      0,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking financial and credit status is largely automated lookups against records and bureau data.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2461",
    "occupationId": null
  },
  {
    "taskId": "uk-2461-T-13518",
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      9,
      23
    ],
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      2,
      1,
      3,
      2,
      2
    ],
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    "unstable": false,
    "rationale": "Notes and progress summaries can be drafted automatically, but judging whether a care plan is working is a registered social worker's call.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:00:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2461",
    "occupationId": null
  },
  {
    "taskId": "uk-2461-T-16788",
    "score": 10,
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      3,
      17
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    "d": [
      1,
      1,
      2,
      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Reminders help a little, but sticking with a treatment plan depends on regular encouragement from a worker the person trusts.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:00:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2461",
    "occupationId": null
  },
  {
    "taskId": "uk-2461-T-00588",
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      8,
      22
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      2,
      1,
      2,
      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Explanations and leaflets can be produced easily, but supporting a worried family through a difficult situation depends on personal contact.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:00:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2461",
    "occupationId": null
  },
  {
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      20,
      34
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      2,
      0,
      3,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Reviewing the file can be summarised automatically, but forming a view on someone's condition is the registered worker's judgement.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:00:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2461",
    "occupationId": null
  },
  {
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      7,
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      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Planning care alongside doctors and nurses is a discussion between registered professionals, each answerable for their part of the plan.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:00:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2461",
    "occupationId": null
  },
  {
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      49,
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      1,
      3
    ],
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    "rationale": "Finding the right community service is directory work software handles, with the social worker checking it fits the patient.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:00:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2461",
    "occupationId": null
  },
  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Service improvement ideas are well documented in the literature, so drafting a programme is achievable; local fit needs practitioner input.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:00:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2461",
    "occupationId": null
  },
  {
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      15,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Summaries of training material are easy to produce, but keeping registration means the worker themselves has to do the learning.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:00:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2461",
    "occupationId": null
  },
  {
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Updating the paperwork is simple, but deciding a care plan should change is a judgement the registered social worker is accountable for.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:00:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2461",
    "occupationId": null
  },
  {
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      6,
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Clear explanations can be drafted, but answering a worried person's questions about their own diagnosis takes a trusted professional.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:00:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2461",
    "occupationId": null
  },
  {
    "taskId": "uk-2461-T-20808",
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      2,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Taking someone to an appointment means physically being with them and travelling, which software cannot do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:00:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2461",
    "occupationId": null
  },
  {
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      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Booking and coordinating appointments is scheduling work that software already does quickly and reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:00:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2461",
    "occupationId": null
  },
  {
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      3
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    "unstable": false,
    "rationale": "Literature reviews and analysis are well supported by software, though original fieldwork with people still has to be carried out.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:00:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2461",
    "occupationId": null
  },
  {
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    "rationale": "Evidence about what prevention approaches work is published, so drafting a programme plan is achievable, with local knowledge shaping it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2461",
    "occupationId": null
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  {
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    "confidence": "high",
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    "rationale": "Research literature is published and searchable, so summarising what it means for practice is well within current tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2461",
    "occupationId": null
  },
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Policy briefings draft easily, but organisations take advice from someone with a reputation in the field.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2461",
    "occupationId": null
  },
  {
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    "confidence": "medium",
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    "rationale": "Directing frontline staff is a hands-on professional relationship, and a registered practitioner is expected to be the one overseeing casework.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:00:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2461",
    "occupationId": null
  },
  {
    "taskId": "uk-2462-T-02016",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Rules on sentences elsewhere are written down, though the casework is handled by the accountable probation officer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:55:07Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2462",
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  {
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    "rationale": "Matching people to services is documented work, but what is actually available locally, and getting a place, needs a person.",
    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2462",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Explaining licence conditions is documented, repeatable information, though people take it in when a person they know explains it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "A pre-sentence report may only be made by a probation officer or equivalent, and rests on interviews they conduct.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:55:07Z",
    "keyingScheme": "text+occupation",
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  {
    "taskId": "uk-2462-T-21918",
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    "unstable": false,
    "rationale": "Report writing from case records is well suited to software, but the report must come from the responsible officer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Referring on is routine paperwork, but knowing what treatment is actually available locally is not well documented.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2462",
    "occupationId": null
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  {
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      2,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Curfew checks and home visits mean turning up in person at someone's door.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:55:07Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2462",
    "occupationId": null
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  {
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Building working relationships with other agencies is the task itself, and that is done person to person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:55:07Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2462",
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  },
  {
    "taskId": "uk-2462-T-07278",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Talking honestly about drink, drugs and anger only works when the person trusts who they are talking to.",
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  {
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    "rationale": "Programme design draws on published evidence, though accreditation of what is designed happens elsewhere.",
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  {
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    "rationale": "Families tell things to someone they trust, sitting with them, and little of it is written down anywhere.",
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    "rationale": "Running a hostel means being on the premises dealing with residents and incidents as they happen.",
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    "rationale": "Changing how someone thinks about offending depends on a trusting relationship with a real person.",
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  {
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    "rationale": "Taking a drugs test at someone’s home is a physical visit that cannot be done remotely.",
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    "rationale": "Arranging treatment is routine coordination, though court-ordered care is arranged by the accountable officer.",
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    "rationale": "Pulling published service information into a clear pack is exactly what document tools do well.",
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    "rationale": "Finding placements is straightforward matching, but approving one is an accountable decision after checking the site.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "A wedding or funeral is led in person, and for marriages the law says who may conduct it.",
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    "rationale": "General guidance is easy to produce, but spiritual advice works through a person the client has chosen to confide in.",
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    "rationale": "Leading a festival service is physically being there with the congregation.",
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    "rationale": "Faith teachings are extensively written about, so clear explanations are easy to produce, though people value hearing their own minister.",
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    "rationale": "Orders of service and readings can be drafted, but leading worship means standing in front of the congregation.",
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    "rationale": "Preaching is delivered live to a gathered congregation by a person they know.",
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    "confidence": "high",
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    "rationale": "Reading scripture aloud in a service is a physical act in front of people.",
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    "rationale": "Religious law and tradition are extensively documented, so drawing guidance from the texts suits software well.",
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    "rationale": "Religious education programmes draw on abundant published curricula, making planning documents easy to produce.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:00:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2469",
    "occupationId": null
  },
  {
    "taskId": "uk-2469-T-16543",
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      0,
      5
    ],
    "d": [
      0,
      3,
      0,
      4,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Comfort at a difficult time works because another human being is present and means it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6135",
    "occupationId": null
  },
  {
    "taskId": "uk-2469-T-19261",
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    "band": "partial",
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      33,
      47
    ],
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      2,
      0,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Objectives can be drafted, but agreeing them with a team is a management conversation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3556",
    "occupationId": null
  },
  {
    "taskId": "uk-2469-T-01398",
    "score": 53,
    "band": "partial",
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      46,
      60
    ],
    "d": [
      3,
      0,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Booking and messaging can be automated, though contact with people in dispute needs care from a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1111",
    "occupationId": null
  },
  {
    "taskId": "uk-2469-T-07907",
    "score": 12,
    "band": "minimal",
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      5,
      19
    ],
    "d": [
      1,
      1,
      1,
      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Making sure everyone gets a fair hearing depends on reading the room live and on the mediator's standing with the parties.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2469",
    "occupationId": null
  },
  {
    "taskId": "uk-2469-T-12934",
    "score": 9,
    "band": "minimal",
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      5,
      13
    ],
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      1,
      1,
      1,
      4,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Reaching agreement depends on people trusting the mediator in the room, which is the whole point of the job.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2469",
    "occupationId": null
  },
  {
    "taskId": "uk-2469-T-00007",
    "score": 18,
    "band": "minimal",
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      11,
      25
    ],
    "d": [
      1,
      0,
      0,
      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Treating people even-handedly is about how the worker behaves towards them, which is not an output software can produce.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:00:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2469",
    "occupationId": null
  },
  {
    "taskId": "uk-2469-T-02992",
    "score": 10,
    "band": "minimal",
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      6,
      14
    ],
    "d": [
      1,
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      0,
      4,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Drawing out what people in dispute really want depends on them trusting the person asking.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1111",
    "occupationId": null
  },
  {
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      13,
      27
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    "d": [
      2,
      2,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Questions can be scripted, but customers explain what they want in conversation with a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7111",
    "occupationId": null
  },
  {
    "taskId": "uk-2469-T-07441",
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    "band": "high",
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      62,
      70
    ],
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      3,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Turning what was agreed into a clear written agreement is drafting work software does well from the mediator's notes.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2469",
    "occupationId": null
  },
  {
    "taskId": "uk-2469-T-08649",
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      46,
      60
    ],
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      3,
      0,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Explaining how mediation works follows a well-known script, though people take it better from a person they have just met.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2469",
    "occupationId": null
  },
  {
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      59,
      73
    ],
    "d": [
      3,
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      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Keeping records private is largely about access rules and systems, which are well documented and can be enforced automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:00:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2469",
    "occupationId": null
  },
  {
    "taskId": "uk-2469-T-13833",
    "score": 56,
    "band": "partial",
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      49,
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    ],
    "d": [
      3,
      0,
      1,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Preparing and issuing the consent paperwork is routine document work, even though the parties still have to say yes.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2469",
    "occupationId": null
  },
  {
    "taskId": "uk-2469-T-02996",
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      28,
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      2,
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      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Plain-English explanations of agreed terms can be drafted automatically, but parties usually want them talked through by the mediator.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2469",
    "occupationId": null
  },
  {
    "taskId": "uk-2469-T-04072",
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      33,
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    ],
    "d": [
      2,
      0,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Setting out fees and procedure is largely standard information, though it is normally covered in a first meeting.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2469",
    "occupationId": null
  },
  {
    "taskId": "uk-2469-T-05487",
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      11,
      25
    ],
    "d": [
      1,
      0,
      0,
      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Judging when mediation is working depends on live signals in the room that only the person present picks up.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2469",
    "occupationId": null
  },
  {
    "taskId": "uk-2469-T-09278",
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    ],
    "d": [
      1,
      0,
      0,
      4,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Helping people in dispute understand each other depends on a trusted person in the room with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1111",
    "occupationId": null
  },
  {
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      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Settlement options can be analysed, but agreement comes from live negotiation where both sides read and trust the person present.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:00:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2469",
    "occupationId": null
  },
  {
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      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Codes and rules are published and easy to check against, but behaving within them is something the worker does themselves.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:00:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2469",
    "occupationId": null
  },
  {
    "taskId": "uk-2469-T-00908",
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      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Legislation and policy are published in full, so preparing the analysis for a hearing is the kind of research software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:00:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2469",
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  },
  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Agreeing practical details like timings and numbers is straightforward organising work that software can prepare in advance.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2469",
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  {
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      1
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Spotting that mediation is going nowhere relies on tone, body language and silences in the room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2469",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Materials can be prepared automatically, but a public talk is delivered by someone standing in front of the room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1111",
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Writing accurate, neutral notes of what was discussed is summarising work software does reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2469",
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  {
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      3
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    "unstable": false,
    "rationale": "Gathering and summarising background material from available sources is one of the strongest uses of current software.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:00:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2469",
    "occupationId": null
  },
  {
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Budgeting information is easy to produce, but people only talk openly about money troubles with someone they trust.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:00:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2469",
    "occupationId": null
  },
  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Keeping meeting records is note-taking and filing that software now does at least as well as a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2469",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "A structured written decision can largely be drafted from the case papers, though the reasoning still needs a person to own it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:00:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2469",
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  {
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Legislation and guidance are published in full and searchable, so preparing this kind of review is a strong fit for software.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:00:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2469",
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  },
  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Most library questions have documented answers software finds quickly, though many are asked at the desk.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2471",
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  {
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    "d": [
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      0,
      0,
      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Catalogue records follow published standards and millions of existing records, so software produces them reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2471",
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  },
  {
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Catalogue records follow published rules and are widely shared, so the descriptive work is largely automated already.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:29:44.436Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1259",
    "occupationId": null
  },
  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Loan periods follow set rules the library system already applies automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2471",
    "occupationId": null
  },
  {
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    "band": "very high",
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      1,
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    "confidence": "high",
    "unstable": false,
    "rationale": "Finding and supplying requested information is exactly what search and reference tools are built for.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:29:44.436Z",
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    "rationale": "Answering information requests suits software, but readers and local businesses value talking to a person.",
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    "rationale": "Rotas and reports are easy to produce; getting the best from a team depends on the relationship.",
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    "rationale": "Planning school services is desk work, but schools want a known contact and safeguarding checks apply.",
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    "rationale": "Partnerships with museums and agencies are held together by people who know each other.",
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    "rationale": "Outreach posts, articles and social media are writing tasks AI produces well.",
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    "rationale": "Donors hand material to people they trust, so the relationship carries the work.",
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    "rationale": "Continuity and disaster plans follow well-known formats, so a solid draft is realistic with local detail added.",
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    "rationale": "Budgets and funding cases can be drafted, but securing money depends on people saying yes.",
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    "confidence": "low",
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    "rationale": "Bringing new storage technology into databases is real development work, though the options are well documented.",
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    "rationale": "Exhibitions, talks and visits mean turning up in person and talking to people.",
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    "rationale": "This legislation is public and thoroughly explained, and a curator giving general compliance advice is not doing work reserved to lawyers.",
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    "rationale": "Editing text for publication and display is writing work AI does to a high standard.",
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    "rationale": "Copyright and licensing clearance follows documented rules and can largely be worked through on paper.",
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    "confidence": "high",
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    "rationale": "Transferring film to videotape means running the physical equipment.",
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    "rationale": "Exhibition planning can be drafted, but installing and running a show happens in a physical space.",
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    "rationale": "Acquiring objects means dealing with owners and handling the objects themselves.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cataloguing findings into structured records is exactly what collection systems are for.",
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      3
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Laying out an engaging display is physical arrangement in the gallery.",
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    "modelId": "claude-opus-5",
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      3
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    "confidence": "high",
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    "rationale": "Presenting content at exhibitions and lectures is live delivery in the room.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-2472",
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      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Choosing and obtaining items involves judgement about the collection and dealing with lenders.",
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    "modelId": "claude-opus-5",
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    "rationale": "Working across departments is meetings and shared decisions, though papers can be prepared.",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "School and local group projects can be planned on paper, but the partnership is built with people.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2472",
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  {
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    "d": [
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      0,
      3
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    "confidence": "low",
    "unstable": false,
    "rationale": "Building a registration and cataloguing system is a real technical project, even though the standards are published.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Climate and pest problems are dealt with in the building itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      3,
      3
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    "confidence": "high",
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    "rationale": "Leading a tour means walking a group around the building in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
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  {
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    "d": [
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Authorising a sale, loan or exchange is a decision accountable people take through negotiation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Loan negotiations depend on trust between institutions and individuals.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2472",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Answering another curator's query from the catalogue is information retrieval that systems handle well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2472",
    "occupationId": null
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  {
    "taskId": "uk-2472-T-19810",
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Storing exhibits securely is physical handling.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Arranging insurance for an exhibition is paperwork and quotes, which drafts well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Turning up at events to promote the institution depends on a person being present and known.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:29:44.436Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1259",
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  {
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      3
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    "confidence": "high",
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    "rationale": "Background research means finding and pulling together written sources, which software does quickly and comprehensively.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:11.761Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2472",
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    "confidence": "medium",
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    "rationale": "Working with trustees and political groups rests on personal relationships and trust.",
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    "modelId": "claude-opus-5",
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    "confidence": "medium",
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    "rationale": "Budget preparation is spreadsheet and document work, agreed in discussion with the board.",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Managing website and imagery for visitors is digital production that AI supports strongly.",
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    "rationale": "Forecasting a budget from past figures is calculation and modelling work.",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Institutional record keeping in databases is routine computer work.",
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    "modelId": "claude-opus-5",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Raising money for acquisitions depends on convincing particular funders in person.",
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    "modelId": "claude-opus-5",
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    "confidence": "medium",
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    "rationale": "Exhibition funding is secured through relationships with sponsors and funders.",
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    "rationale": "Operational plans can be drafted, but agreement with the board is reached in the room.",
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    "d": [
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Restoration programmes need site knowledge and specialist judgement, though plans can be drafted.",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reviewing insurance cover against collection values is analysis and reporting work.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Answering research enquiries from documented sources is well suited to software.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2132",
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  {
    "taskId": "uk-2472-T-19873",
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    "rationale": "Authenticating a piece depends on handling it and spotting things only experience notices.",
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    "unstable": false,
    "rationale": "Supervising volunteers and students runs on personal guidance and confidence built over time, which software cannot provide.",
    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text+occupation",
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  {
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    "confidence": "medium",
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    "rationale": "Writing and editing museum publications drafts well, with expert content added by staff.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-2472",
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    "keyingScheme": "text+occupation",
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      3
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      3
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    "rationale": "Event planning is largely documents and bookings, though customers usually want to talk it through.",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Budget preparation from known figures is routine numerical work.",
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    "scoredAt": "2026-08-04T17:19:37.666Z",
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    "scoredUnderOccupationId": "uk-soc-3556",
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    "rationale": "Budget reporting is standard financial reporting from figures already held.",
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    "modelId": "claude-opus-5",
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    "rationale": "Scheduling and logistics is largely calendar and systems work, though some of it needs someone on site.",
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    "confidence": "medium",
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    "rationale": "Specifications can be written, but overseeing production means checking real samples.",
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    "confidence": "medium",
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    "rationale": "Rotas can be drafted automatically, but volunteers stay because of the person looking after them.",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Staff training is delivered in person, though the materials can be prepared.",
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    "rationale": "Volunteers are trained face to face, though handbooks can be written.",
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    "rationale": "Training material is easy to produce, but volunteers are brought on by people who know the work.",
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    "modelId": "claude-opus-5",
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    "rationale": "Article writing for newsletters and publications is well within what current tools produce.",
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    "rationale": "Sponsorship bids can be drafted quickly, but the strongest ones need real knowledge of the funder.",
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    "rationale": "Applying conservation treatments is careful hand work on the object.",
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    "rationale": "Choosing a repair method depends on handling the object and on experience that is rarely written down.",
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    "rationale": "Getting display and storage conditions right is managed physically in the space.",
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    "rationale": "Keeping objects in good condition means handling and treating them.",
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    "rationale": "Conservation with scalpels, cotton buds and solvents is delicate handwork on the object.",
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    "rationale": "Restoring an object to its original state is skilled hand work.",
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    "rationale": "Running tests on materials means working with samples and equipment in a lab.",
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    "rationale": "Assigning catalogue numbers follows documented cataloguing rules, though the object must be examined first.",
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    "rationale": "Lighting, temperature and humidity standards are documented, but agreeing how to treat a particular object is a discussion between specialists who have seen it.",
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    "rationale": "Making a replacement part for an artefact is skilled work with tools and materials.",
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    "rationale": "Devising ways to clean and support fragile objects relies on hands-on craft knowledge.",
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    "rationale": "Judging natural fibre quality relies on handling and looking at the fibre itself.",
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      3
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    "rationale": "Software can generate drawings and geometry, but production-ready CAD still needs an engineer to work over it properly.",
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    "modelId": "claude-opus-5",
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    "rationale": "Answering customer questions from known information is something software already does at speed and scale.",
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  {
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    "rationale": "Draft programmes can be produced automatically, but they have to be shaped around this plant's realities.",
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    "unstable": false,
    "rationale": "Pulling stock figures into a report is exactly what till and stock systems already do automatically.",
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      3
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    "rationale": "This is about how someone behaves while working in a real plant, which no software can do on their behalf.",
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    "rationale": "Long-term reinforcement planning uses established modelling, but the plan depends on network data and local growth assumptions.",
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    "rationale": "Building a project programme from tasks, durations and dependencies is scheduling software already does.",
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    "rationale": "Planning and managing network activities uses standard methods, but it depends on live local conditions and the crews doing the work.",
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    "rationale": "Designing a new airport or motorway is original work where software offers fragments an engineer must largely rebuild.",
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    "confidence": "medium",
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    "rationale": "Environmental risks on civil projects follow well-catalogued patterns, so a solid first assessment can be drafted from the project information.",
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    "rationale": "Keeping a workplace safe and lawful needs people acting in the plant, though the underlying rules are fully published.",
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    "rationale": "Keeping a site to programme means being there with the workers day to day.",
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    "rationale": "New environmental law is published openly, so spotting changes and turning them into local procedure is largely readable, writable work.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Fly-tipping cases turn on getting to the site and finding who dumped it, which needs someone out there looking.",
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    "rationale": "Land pollution has to be sampled where it is, even though interpreting the laboratory results is ordinary data work.",
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    "unstable": false,
    "rationale": "The survey design is documented, but placing sampling points and taking water samples happens in the field.",
    "promptVersion": "task_scoring_v1.0",
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    "confidence": "medium",
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    "rationale": "Arranging removal is dispatch and paperwork, with set notice rules that software follows straightforwardly.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Software can write the talk, but standing up and answering questions at a public meeting is still a person's job.",
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    "rationale": "Evidence must be given in person by the officer who did the inspection, so nothing can stand in the witness box for them.",
    "promptVersion": "task_scoring_v1.0",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Judging how animals are actually kept means seeing them, and only an authorised officer can record the official welfare finding.",
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    "rationale": "Software suggests story ideas with real audience appeal, though which one to run is still an editorial choice.",
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    "rationale": "Making text clearer and easier to follow is a core strength of current writing tools.",
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    "rationale": "Idea generation is a strength of software, though the ideas that work come out of discussion in the newsroom.",
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    "rationale": "Automated layout gets a page most of the way, though the final look needs a human eye.",
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    "rationale": "Policies can be drafted from examples, but deciding what this publisher will and will not stand behind is a judgement its people own.",
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    "rationale": "Helping staff hit deadlines is about knowing who needs a nudge and who needs help.",
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    "rationale": "Monitoring agency feeds and releases is easy to automate, but keeping reporters and contacts actually working the story runs on newsroom relationships.",
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    "rationale": "Networking at a conference is about being in the room with people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3432",
    "occupationId": null
  },
  {
    "taskId": "uk-2491-T-06310",
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      42,
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      2,
      0,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Plans can be drafted, but choosing and entering a new market needs commercial judgement.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3556",
    "occupationId": null
  },
  {
    "taskId": "uk-2492-T-02168",
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      13
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      3,
      0,
      2,
      2
    ],
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    "unstable": false,
    "rationale": "Questions can be drafted in advance, but attending a press conference and pressing a point means being in the room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2492",
    "occupationId": null
  },
  {
    "taskId": "uk-2492-T-04767",
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      0,
      4
    ],
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      4,
      0,
      3,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Presenting a news programme is a person in front of a camera whom viewers come to trust.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2492",
    "occupationId": null
  },
  {
    "taskId": "uk-2492-T-09087",
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      2
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
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    "occupationId": null
  },
  {
    "taskId": "uk-2492-T-15466",
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      0,
      3,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Scripts draft well, but delivering material on air is a recognisable presenter doing it live.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2492",
    "occupationId": null
  },
  {
    "taskId": "uk-2492-T-16664",
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      2,
      10
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      1,
      3,
      0,
      2,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Live commentary is a person's voice reacting as things happen in front of them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3412",
    "occupationId": null
  },
  {
    "taskId": "uk-2492-T-17969",
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      11,
      25
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      2,
      2,
      0,
      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "In-depth coverage means being at the scene and getting people to talk, which cannot be done from a desk.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3412",
    "occupationId": null
  },
  {
    "taskId": "uk-2492-T-00702",
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      57,
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      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Matching stories to reporters uses information the newsroom already holds, so software can propose a sensible allocation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3412",
    "occupationId": null
  },
  {
    "taskId": "uk-2492-T-04093",
    "score": 7,
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      3,
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    "d": [
      1,
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      0,
      3,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Interviewing someone properly depends on trust built in the moment, usually face to face.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3412",
    "occupationId": null
  },
  {
    "taskId": "uk-2492-T-05105",
    "score": 29,
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      22,
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      2,
      2,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Editing and packaging are increasingly automated, but capturing original footage, sound and pictures means being where the story is.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2492",
    "occupationId": null
  },
  {
    "taskId": "uk-2492-T-05707",
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      4,
      18
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      0,
      2,
      2
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    "unstable": false,
    "rationale": "Call sheets can be generated, but running a camera and sound crew on location is hands-on coordination.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2492",
    "occupationId": null
  },
  {
    "taskId": "uk-2492-T-07583",
    "score": 100,
    "band": "very high",
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      96,
      100
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      0,
      0,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Removing spelling and grammar errors from copy is the clearest example of work software does at least as well as a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3412",
    "occupationId": null
  },
  {
    "taskId": "uk-2492-T-08165",
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      4,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Sources talk to reporters they trust, and that relationship is the work itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:16:27.713Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-2492-T-08941",
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      19,
      33
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    "d": [
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      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can flag incoming tips, but chasing a lead usually means ringing and meeting the people who know.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2492",
    "occupationId": null
  },
  {
    "taskId": "uk-2492-T-11033",
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      19,
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      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Chasing a lead means persuading people to talk and checking things on the ground, not just searching online.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3412",
    "occupationId": null
  },
  {
    "taskId": "uk-2492-T-14841",
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      0,
      1,
      1
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    "rationale": "Being in the studio and performing to camera or microphone is the task itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3413",
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  },
  {
    "taskId": "uk-2492-T-15634",
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      3
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    "rationale": "Background briefs and question lists for interviews are exactly the kind of preparation software produces well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  },
  {
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      1,
      3
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    "rationale": "Scripting and editing tools help a lot, but a broadcast package still needs filmed material gathered in the field.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2492",
    "occupationId": null
  },
  {
    "taskId": "uk-2492-T-16956",
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      3
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    "rationale": "Software turns breaking developments into publishable copy very quickly, though a person still checks it before it goes out.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3412",
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  {
    "taskId": "uk-2492-T-17978",
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      1,
      3
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    "rationale": "Specialist subjects are heavily documented, so software drafts strong copy, though reporting still means talking to people in the field.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  },
  {
    "taskId": "uk-2492-T-18205",
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      0,
      4
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    "rationale": "Searching archives, databases and the web and pulling it together is core machine work, though contested facts still need checking.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2492",
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  },
  {
    "taskId": "uk-2492-T-20789",
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      3
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    "rationale": "Filing the copy is easy to automate, but the reporter still has to be in the remote location to have anything to file.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3412",
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  {
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      0,
      2,
      2
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    "rationale": "Assigning stories fairly depends on knowing the team and what each reporter can handle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:16:27.713Z",
    "keyingScheme": "text-only",
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    "occupationId": null
  },
  {
    "taskId": "uk-2492-T-05340",
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      0,
      4
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    "confidence": "high",
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    "rationale": "Audience figures are digital and plentiful, so analysing what readers engage with sits well within everyday software.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2492",
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      0,
      3
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    "rationale": "Scripts, bulletins and links follow tight formats AI writes well, though editorial judgement stays with the team.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:40:33.629Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1255",
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  },
  {
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      3,
      2
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    "rationale": "Agreeing priorities and positions with an editor is a judgment conversation between colleagues.",
    "promptVersion": "task_scoring_v1.0",
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      3
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    "rationale": "Sifting news for what matters is judgement, but software makes those calls competently from the same wire copy.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3412",
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  {
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      3
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    "unstable": false,
    "rationale": "AI generates plenty of workable story ideas, though which ones suit the audience is decided by the team.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:40:33.629Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1255",
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  {
    "taskId": "uk-2492-T-09511",
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      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Choosing likely interviewees and preparing lines of questioning is research and drafting that software does capably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2492",
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  },
  {
    "taskId": "uk-2492-T-14374",
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      0,
      3
    ],
    "confidence": "high",
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    "rationale": "Cutting and arranging material to a set length and format is mechanical work software does accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3412",
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  },
  {
    "taskId": "uk-2492-T-14963",
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    "band": "minimal",
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    "d": [
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      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Filming or photographing a news event means being there with a camera.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3412",
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  },
  {
    "taskId": "uk-2492-T-15661",
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      0,
      0,
      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Interview questions on a documented subject are exactly the kind of drafting software produces to a usable standard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2492",
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  },
  {
    "taskId": "uk-2492-T-17068",
    "score": 64,
    "band": "high",
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      0,
      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Developing story ideas from an assignment brief is quick, well-documented work for software.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3412",
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  },
  {
    "taskId": "uk-2492-T-18188",
    "score": 64,
    "band": "high",
    "range": [
      60,
      68
    ],
    "d": [
      3,
      0,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Background research for a news or entertainment story is fast, well-documented desk work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3412",
    "occupationId": null
  },
  {
    "taskId": "uk-2492-T-19019",
    "score": 43,
    "band": "partial",
    "range": [
      36,
      50
    ],
    "d": [
      2,
      1,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can search picture and sound libraries, but judging what fits a story is an editorial call.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2492",
    "occupationId": null
  },
  {
    "taskId": "uk-2492-T-20938",
    "score": 50,
    "band": "partial",
    "range": [
      43,
      57
    ],
    "d": [
      2,
      0,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Media law is thoroughly documented, so software can flag risky wording, but a reporter's copy still goes to an editor and lawyer before publication.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:11.761Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2492",
    "occupationId": null
  },
  {
    "taskId": "uk-2492-T-03355",
    "score": 17,
    "band": "minimal",
    "range": [
      10,
      24
    ],
    "d": [
      1,
      1,
      0,
      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Finishing a film with the editor is a back-and-forth between two people watching the same cut.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
    "occupationId": null
  },
  {
    "taskId": "uk-2492-T-05283",
    "score": 58,
    "band": "partial",
    "range": [
      51,
      65
    ],
    "d": [
      2,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "AI drafts scripts quickly, but shaping one that meets a specific brief still takes real editing.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3413",
    "occupationId": null
  },
  {
    "taskId": "uk-2492-T-06543",
    "score": 58,
    "band": "partial",
    "range": [
      51,
      65
    ],
    "d": [
      2,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Software finds angles in the news well, though ideas drawn from personal experience have to come from the writer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3412",
    "occupationId": null
  },
  {
    "taskId": "uk-2492-T-08576",
    "score": 58,
    "band": "partial",
    "range": [
      51,
      65
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    "d": [
      2,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Angles can be suggested convincingly, but choosing the one that is fair, fresh and defensible is the journalist's call.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2492",
    "occupationId": null
  },
  {
    "taskId": "uk-2492-T-09461",
    "score": 35,
    "band": "low",
    "range": [
      28,
      42
    ],
    "d": [
      2,
      0,
      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Names and background come easily, but persuading someone to speak depends on the reporter's own contacts and manner.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2492",
    "occupationId": null
  },
  {
    "taskId": "uk-2492-T-14138",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Operating recording and playback equipment is hands-on work at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:05:04.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3417",
    "occupationId": null
  },
  {
    "taskId": "uk-2492-T-14427",
    "score": 93,
    "band": "very high",
    "range": [
      89,
      97
    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Arranging existing material to follow a project outline is structural work software does reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3412",
    "occupationId": null
  },
  {
    "taskId": "uk-2492-T-15901",
    "score": 56,
    "band": "partial",
    "range": [
      49,
      63
    ],
    "d": [
      3,
      1,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Running orders and timings are arithmetic against a clock, which software tracks reliably during a bulletin.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2492",
    "occupationId": null
  },
  {
    "taskId": "uk-2492-T-17381",
    "score": 29,
    "band": "low",
    "range": [
      22,
      36
    ],
    "d": [
      2,
      2,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Synthetic voices exist, but news voiceovers are still recorded by the reporter whose name is on the piece.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2492",
    "occupationId": null
  },
  {
    "taskId": "uk-2492-T-18475",
    "score": 75,
    "band": "high",
    "range": [
      71,
      79
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Pulling the important facts out of a pile of notes is close to summarising, which software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:16:27.713Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-2492-T-19056",
    "score": 75,
    "band": "high",
    "range": [
      68,
      82
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Choosing which material matters most for a piece is judgement software makes competently from the same source notes.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3412",
    "occupationId": null
  },
  {
    "taskId": "uk-2492-T-21810",
    "score": 65,
    "band": "high",
    "range": [
      58,
      72
    ],
    "d": [
      2,
      0,
      0,
      0,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Commentary is bought for a particular writer's judgement about the news, and that is the part software cannot replace.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3412",
    "occupationId": null
  },
  {
    "taskId": "uk-2492-T-21881",
    "score": 65,
    "band": "high",
    "range": [
      58,
      72
    ],
    "d": [
      2,
      0,
      0,
      0,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "An opinion column sells on a named writer's own take, which is the part software cannot supply.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3412",
    "occupationId": null
  },
  {
    "taskId": "uk-2492-T-03878",
    "score": 65,
    "band": "high",
    "range": [
      58,
      72
    ],
    "d": [
      2,
      0,
      0,
      0,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Columns can be drafted quickly, but readers come for a particular person's voice and judgement.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3412",
    "occupationId": null
  },
  {
    "taskId": "uk-2492-T-07766",
    "score": 53,
    "band": "partial",
    "range": [
      46,
      60
    ],
    "d": [
      3,
      0,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Replies to readers and advertisers are easy to draft, though some correspondence still benefits from a person handling it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3412",
    "occupationId": null
  },
  {
    "taskId": "uk-2492-T-09184",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      2,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Directing crew during filming means being on set as it happens.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:05:04.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3417",
    "occupationId": null
  },
  {
    "taskId": "uk-2492-T-09667",
    "score": 75,
    "band": "high",
    "range": [
      68,
      82
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    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Kit lists and logistics for a shoot follow familiar patterns software can draw up from the brief.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2492",
    "occupationId": null
  },
  {
    "taskId": "uk-2492-T-12188",
    "score": 43,
    "band": "partial",
    "range": [
      36,
      50
    ],
    "d": [
      2,
      1,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Rewrites can be generated fast, but changing a bulletin mid-broadcast is a judgement made in the gallery.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2492",
    "occupationId": null
  },
  {
    "taskId": "uk-2492-T-14172",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Operating a camera to capture footage means someone holding it where the event is.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2492",
    "occupationId": null
  },
  {
    "taskId": "uk-2492-T-16005",
    "score": 53,
    "band": "partial",
    "range": [
      46,
      60
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    "d": [
      3,
      0,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Pitch documents draft well, but selling an idea to a commissioner depends on the reporter's track record and rapport.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2492",
    "occupationId": null
  },
  {
    "taskId": "uk-2492-T-18737",
    "score": 75,
    "band": "high",
    "range": [
      71,
      79
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    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Reworking a draft against notes from a client or editor is exactly the kind of editing software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3412",
    "occupationId": null
  },
  {
    "taskId": "uk-2492-T-20358",
    "score": 0,
    "band": "minimal",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Taking the pictures for a story means being where the story is, with a camera in hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3412",
    "occupationId": null
  },
  {
    "taskId": "uk-2492-T-21878",
    "score": 83,
    "band": "very high",
    "range": [
      76,
      90
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    "d": [
      3,
      0,
      0,
      0,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "News commentary draws on material that is already public and abundant, so software drafts these posts quickly, with a journalist checking facts and voice.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:11.761Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2492",
    "occupationId": null
  },
  {
    "taskId": "uk-2492-T-11919",
    "score": 10,
    "band": "minimal",
    "range": [
      3,
      17
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    "d": [
      1,
      1,
      0,
      3,
      1
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Contact lists can be kept digitally, but a useful local contact book is built on trust with named people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2492",
    "occupationId": null
  },
  {
    "taskId": "uk-2492-T-16190",
    "score": 72,
    "band": "high",
    "range": [
      68,
      76
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    "d": [
      3,
      0,
      1,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "News copy to a house style and a deadline is well-documented, highly patterned writing that software drafts capably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2492",
    "occupationId": null
  },
  {
    "taskId": "uk-2492-T-04088",
    "score": 9,
    "band": "minimal",
    "range": [
      5,
      13
    ],
    "d": [
      1,
      2,
      0,
      3,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Interviewing someone for a story depends on a person asking and a person willing to answer them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2492",
    "occupationId": null
  },
  {
    "taskId": "uk-2492-T-05131",
    "score": 72,
    "band": "high",
    "range": [
      68,
      76
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    "d": [
      3,
      0,
      1,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Writing and publishing web copy to house style is patterned work software handles from a brief.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2492",
    "occupationId": null
  },
  {
    "taskId": "uk-2492-T-15244",
    "score": 30,
    "band": "low",
    "range": [
      23,
      37
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    "d": [
      2,
      1,
      0,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Deciding what goes in a publication happens in a meeting where colleagues argue it out.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3412",
    "occupationId": null
  },
  {
    "taskId": "uk-2492-T-21745",
    "score": 17,
    "band": "minimal",
    "range": [
      10,
      24
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    "d": [
      1,
      1,
      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Shared tools help, but working closely with photographers and editors is everyday give and take between colleagues.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2492",
    "occupationId": null
  },
  {
    "taskId": "uk-2492-T-02339",
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    "band": "minimal",
    "range": [
      3,
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    "d": [
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      3,
      1
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Building a contact book with police, councils and community groups depends on trust with particular people over time.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2492",
    "occupationId": null
  },
  {
    "taskId": "uk-2492-T-05216",
    "score": 72,
    "band": "high",
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      68,
      76
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      4
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    "keyingScheme": "text-only",
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  },
  {
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      60
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      0,
      0,
      2,
      3
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    "confidence": "medium",
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    "rationale": "Idea generation is a strength of software, though the ideas that work come out of discussion in the newsroom.",
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    "modelId": "claude-opus-5",
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  },
  {
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      3
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    "rationale": "Press releases and social posts can be trawled automatically, but the story usually comes from a person who tells you.",
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    "modelId": "claude-opus-5",
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  },
  {
    "taskId": "uk-2492-T-19880",
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      76
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      1,
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      4
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    "rationale": "Sub-editing to a house style is well-documented correction work software does to a usable standard.",
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  },
  {
    "taskId": "uk-2492-T-01434",
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      1,
      3
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    "rationale": "Issuing passes and timings is list and diary work that software handles well.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
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  },
  {
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      4
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    "rationale": "Checking spelling, grammar and formatting is the task computers have done best for longest.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:54.124Z",
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    "occupationId": null
  },
  {
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      2
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    "confidence": "low",
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    "rationale": "Finding and briefing illustrators or photographers can be part drafted, but choosing and hiring people stays personal.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:36:21.102Z",
    "keyingScheme": "text-only",
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  {
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    "rationale": "Posts can be drafted quickly, but live reporting from an event means someone there watching it happen.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  },
  {
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      79,
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      0,
      4
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    "rationale": "Keeping across the news and a specialist beat is reading and summarising, which software does at scale.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  },
  {
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      3
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    "rationale": "Automatic transcription is excellent, but the recording still has to be made where the interview or meeting happens.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2492",
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  {
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      3
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2492",
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      0,
      1,
      3
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    "rationale": "Newsdesk calls and emails are routine handling and triage that software already manages for many organisations.",
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    "keyingScheme": "text-only",
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  {
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      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Bookings can be automated, but getting access to a restricted venue usually needs someone asking a person directly.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2492",
    "occupationId": null
  },
  {
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      3
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    "confidence": "medium",
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    "rationale": "Shot lists draft easily, but agreeing what pictures a story needs is a conversation between reporter and picture desk.",
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    "scoredUnderOccupationId": "uk-soc-2492",
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      4
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    "confidence": "high",
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    "rationale": "Short, light copy is exactly the kind of writing software produces to publishable standard first time.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2492",
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  },
  {
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      3
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    "confidence": "medium",
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    "rationale": "Cataloguing, processing and deadline-checking pictures is file handling that software manages reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2492",
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  },
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    "rationale": "Looking after cameras and communications kit means handling the equipment itself.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-2492",
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      4
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    "rationale": "Tracking trends in a magazine's subject area is reading and summarising published material at scale.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2492",
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    "confidence": "high",
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    "rationale": "Attending an event on behalf of the company means being there in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
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  {
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    "rationale": "Representing the company at a launch means physically being there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Sending captioned, correctly sized pictures to a picture desk by deadline is standard file workflow.",
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    "rationale": "Searching picture libraries for an image that fits a story, with rights noted, is routine search work.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Copy can be checked against the published broadcasting code, but the person on air carries the responsibility.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2492",
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    "rationale": "Sun position and light can be modelled from a desk, though many crews still check the location themselves.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2492",
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      4
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    "rationale": "Checking a location's forecast is a public data look-up that software does completely.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
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      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Strategy documents are writing and analysis, and tools draft them well from a clear objective and background.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:05:04.766Z",
    "keyingScheme": "text-only",
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      3
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    "keyingScheme": "text-only",
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      2
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    "rationale": "Speaking well with clients and the public is a live human exchange, not a document.",
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    "keyingScheme": "text-only",
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      2
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    "rationale": "Picking the right spokesperson depends on internal politics and personal judgement about who will land well.",
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    "keyingScheme": "text-only",
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    "rationale": "Cooperative relationships with community and consumer groups are built person to person over time.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2493",
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    "unstable": false,
    "rationale": "Programme planning for reputation work is documented writing that tools produce to a usable standard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:05:04.766Z",
    "keyingScheme": "text-only",
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Speech drafting is one of the strongest uses of these tools, though the speaker's voice needs adjusting.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2493",
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      3
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    "unstable": false,
    "rationale": "Gathering research and writing it up for clients is analysis and reporting that tools handle well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "modelId": "claude-opus-5",
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      79,
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      4
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  },
  {
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      3
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  {
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      2
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      3
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    "rationale": "Environmental and safety communications material is documented writing that tools draft to a usable standard.",
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    "keyingScheme": "text-only",
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      3
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    "modelId": "claude-opus-5",
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      3
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    "rationale": "Newsletter writing is exactly what text software does well, needing only the organisation's own facts and a quick check before it goes out.",
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    "scoredAt": "2026-08-05T10:02:11.761Z",
    "keyingScheme": "text+occupation",
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    "confidence": "medium",
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    "rationale": "Ad space buying is comparing options and placing orders, which software handles well.",
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    "rationale": "Draft lines can be produced, but handling a live environmental incident depends on judgement and named accountability.",
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      3
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    "rationale": "Press releases follow a standard shape, and tools write them to publishable quality from the facts.",
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  {
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      3
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    "rationale": "Campaign development is research and copywriting, which tools produce to a usable standard.",
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      3
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    "rationale": "Professional relationships with senior colleagues exist between people, and cannot be produced by anything else.",
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      4
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    "rationale": "Crisis plans follow a well-documented pattern that tools reproduce to a usable standard.",
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    "modelId": "claude-opus-5",
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    "rationale": "Tools generate identity options, but a company's image is settled by senior human judgement and taste.",
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    "rationale": "Community engagement works through people turning up and being known locally.",
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      3
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    "rationale": "Scanning outlets for useful openings is monitoring work software does faster and around the clock.",
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    "rationale": "Background research for a release is exactly the searching and summarising these tools do fastest.",
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    "rationale": "Prospect lists can be built automatically, but winning a sponsor depends on a personal approach.",
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    "rationale": "Finding and shortlisting suitable speakers is research and matching work tools do quickly.",
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    "rationale": "In-house magazine writing and editing is standard copy work tools produce to a usable standard.",
    "promptVersion": "task_scoring_v1.0",
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      3
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    "modelId": "claude-opus-5",
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    "rationale": "Software can shortlist and draft adverts, but choosing and winning over a creative hire still turns on meeting the person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-2494",
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  {
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    "rationale": "Assembling final layouts is partly file work and partly hands-on preparation for the printer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "modelId": "claude-opus-5",
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    "rationale": "Prices and specifications can be prepared by software, but negotiating with printers is a back-and-forth between people.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Design trends are widely published, so gathering and applying them is straightforward research.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5113",
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    "rationale": "Software can review artwork against a brief, though a creative director’s eye still decides whether it is good enough.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2494",
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    "confidence": "high",
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    "rationale": "Analysing supporter data to understand behaviour is exactly the sort of work these tools do well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:34:23.812Z",
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    "scoredAt": "2026-08-05T10:02:11.761Z",
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    "rationale": "Market research and performance analysis to suggest improvements is squarely within these tools' strengths.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Donor research means gathering and summarising information that already sits in databases and public records, which software does quickly and thoroughly.",
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    "keyingScheme": "text+occupation",
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    "rationale": "Researching potential investors' finances and interests draws on published sources these tools search thoroughly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Fundraising copy across leaflets, emails and web pages follows familiar patterns, so software drafts it well once given the charity's own facts.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Building and maintaining company websites is one of the strongest areas for current tools, with abundant documentation available.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "The analysis itself happens at the bench with real substances, though software can help plan it and read the numbers.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Pulling test results together into one dataset is routine data handling that software already does very well.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Sterilising equipment is hands-on work in the lab, so software cannot take it over.",
    "promptVersion": "task_scoring_v1.0",
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    "confidence": "high",
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    "rationale": "Applying cleaning and disinfection procedures means physically treating the surfaces.",
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    "rationale": "Filling in quality records is standard paperwork software drafts well, though a responsible person still signs it off.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Sampling and analysis plans follow published standards, so software can draft them, with a specialist checking local details.",
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    "modelId": "claude-opus-5",
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    "rationale": "Reading patterns in a table of results suits software, though a scientist still confirms the conclusions.",
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    "unstable": false,
    "rationale": "Stock systems reorder automatically, but keeping the laboratory supplied means handling materials.",
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    "modelId": "claude-opus-5",
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    "rationale": "Making up solutions means measuring and mixing real chemicals by hand.",
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    "rationale": "Software drafts the report well once results exist, but the scientist's own judgement shapes the conclusions.",
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    "rationale": "Cleaning failed equipment is physical work at the machine.",
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    "modelId": "claude-opus-5",
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    "modelId": "claude-opus-5",
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    "promptVersion": "task_scoring_v1.0",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3111",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3111",
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    "modelId": "claude-opus-5",
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    "modelId": "claude-opus-5",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
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      3
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    "confidence": "low",
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    "rationale": "Software can propose formulations from published chemistry, but they still have to be tried and refined in the lab.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
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    "rationale": "Environmental surveys need someone on the ground recording what is actually there, though software helps with the report and the regulations.",
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "modelId": "claude-opus-5",
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    "rationale": "Packaging product is physical handling on the line.",
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    "modelId": "claude-opus-5",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-3111",
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    "rationale": "Designing new apparatus needs original engineering thinking and trial building that software can only sketch.",
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    "rationale": "Preparing a plant for shutdown is mainly physical work on site, with planning documents around it.",
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:57:05Z",
    "keyingScheme": "text+occupation",
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    "rationale": "Running laboratory tests is hands-on bench work; software can plan and check the results but cannot pipette or load the instrument.",
    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text+occupation",
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    "rationale": "Cleaning equipment is hands-on bench work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3
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  {
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      2
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  {
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    "modelId": "claude-opus-5",
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      3
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  {
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      3
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      3
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    "rationale": "Running the computer systems for a test is screen work against well-defined requirements.",
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    "rationale": "Finding the right information in aircraft manuals is what search tools do well, within strict document control.",
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    "rationale": "Keeping a workplace safe means people acting in it, not just documenting it.",
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    "rationale": "Making components is workshop work.",
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    "rationale": "Updates can be drafted and sent automatically, but reassuring people during disruption works better face to face.",
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    "rationale": "Making sure a team follows safety rules depends on being present and on the supervisor’s standing with them.",
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    "rationale": "Compiling a personal record of experience and training from job records is simple documentation work.",
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    "rationale": "Fitting instrumentation into vehicles is hands-on installation.",
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    "rationale": "Inspecting an airframe means eyes and hands on the aircraft, and UK rules require licensed engineers to carry out and certify it.",
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      1,
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      3
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    "modelId": "claude-opus-5",
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      2
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    "confidence": "high",
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    "rationale": "Working safely alongside others on site is about how a person behaves in the place itself.",
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    "modelId": "claude-opus-5",
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    "modelId": "claude-opus-5",
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    "rationale": "Assessing what environmental policy and net-zero targets mean for a project is written analysis.",
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    "keyingScheme": "text-only",
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    "keyingScheme": "text+occupation",
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    "rationale": "Programmes, budgets and reports can be drafted automatically, though running a building services project depends on people trusting the person managing it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Following the organisation’s equality policies is something a person does rather than a document to be produced.",
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    "rationale": "Running a land information system and answering enquiries from it is database work software does very well.",
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    "rationale": "Working out the tools, materials, labour and costs a job needs is calculation from documented rates, which software does well.",
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    "rationale": "Model coordination and clash detection are already software tasks, so this is mostly running and interpreting the digital model.",
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    "rationale": "Typical construction impacts are well documented, so software can identify likely effects before a specialist confirms them formally.",
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    "modelId": "claude-opus-5",
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    "rationale": "Operating access equipment is physical work.",
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    "modelId": "claude-opus-5",
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  {
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    "rationale": "Analysing bedrock, soil and groundwater samples is laboratory bench work with physical material software cannot handle.",
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    "scoredAt": "2026-08-04T16:45:00.000Z",
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    "rationale": "Judging field conditions means being in the field.",
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    "rationale": "Guidance material is published, but mentoring towards chartership rests on a personal relationship over time.",
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    "rationale": "Site data can be analysed and presented by software, though the decisive local details often come from visiting the site.",
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    "rationale": "Writing project proposals is document work software supports strongly.",
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    "rationale": "Site inspection means walking the job and seeing the work, so software only helps with the checklist and the report.",
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    "keyingScheme": "text+occupation",
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    "rationale": "Project tracking and evaluation is well supported by these tools, though keeping delivery on course involves people.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Tracking budgets and timescales is easily supported, but keeping a project on track depends on the people involved.",
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    "scoredAt": "2026-08-04T18:31:26.785Z",
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    "rationale": "Ordering and tracking deliveries is administrative work software does well, though goods arrive physically.",
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  },
  {
    "taskId": "uk-3114-T-15421",
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      3
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    "rationale": "Turning data into an analytical report is one of software's strongest areas.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3544",
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  {
    "taskId": "uk-3114-T-18463",
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      36,
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      3
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    "unstable": false,
    "rationale": "Software can review a drawing for errors, but approving it puts a named professional's name and accountability behind the design.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:57:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3114",
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  {
    "taskId": "uk-3114-T-20253",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Surveying damage on a site visit is looking at and measuring the damage in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3541",
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  {
    "taskId": "uk-3114-T-21912",
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      3
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    "rationale": "Site visit reports follow a standard shape and software drafts them well, though someone must have been on the site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:57:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3114",
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  {
    "taskId": "uk-3114-T-01751",
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      3
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    "rationale": "Project risk assessment follows documented methods and past project data, which software handles well, with occasional site checks.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3114",
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  {
    "taskId": "uk-3114-T-03766",
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    "rationale": "Compiling a technical report from existing data is documented desk work software drafts well before the reviewer checks it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3114",
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  {
    "taskId": "uk-3114-T-04296",
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      3
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    "confidence": "high",
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    "rationale": "Judging a proposed site means standing on it and seeing access, ground and surroundings for yourself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3541",
    "occupationId": null
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  {
    "taskId": "uk-3114-T-05605",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Slides are quick to produce, but presenting to stakeholders means standing up in front of them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:44.620Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1171",
    "occupationId": null
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  {
    "taskId": "uk-3114-T-07404",
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      3
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    "rationale": "Documenting project data is routine records work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3114",
    "occupationId": null
  },
  {
    "taskId": "uk-3114-T-07978",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Legislation and standards are documented so software can check plans against them, but making a live project comply needs someone chasing it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:57:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3114",
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  {
    "taskId": "uk-3114-T-10257",
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      3
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    "rationale": "Checking finished work against the contract means going and looking at it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:31:26.787Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
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  {
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Resource planning runs on schedules and cost data already in project systems, which software can optimise quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:26:46.737Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2121",
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  {
    "taskId": "uk-3114-T-13725",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Notifying people of project changes is routine communication that software can generate and send.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3114",
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  {
    "taskId": "uk-3114-T-14800",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Complex design calculations are computable, but a qualified engineer has to own the numbers.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3114",
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  {
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      3
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    "unstable": false,
    "rationale": "Training materials can be drafted, but building risk awareness happens through people talking to people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:36:21.102Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2440",
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  {
    "taskId": "uk-3114-T-20099",
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    "unstable": false,
    "rationale": "Supervising junior staff depends on knowing the individuals and their work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1131",
    "occupationId": null
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  {
    "taskId": "uk-3114-T-21827",
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      3
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    "confidence": "high",
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    "rationale": "Progress reports are written from information already recorded, which software does quickly and well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1150",
    "occupationId": null
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  {
    "taskId": "uk-3114-T-00273",
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      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Adjusting a surveying instrument means physically handling it against a known reference, so only the records can be automated.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:57:05Z",
    "keyingScheme": "text+occupation",
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  {
    "taskId": "uk-3114-T-00282",
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      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Adjusting traverses and azimuths is standard survey mathematics that software already performs.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3114",
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      4
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    "rationale": "Working out coordinates and areas from field notes is standard survey computation.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3114",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Collecting inspection data means being on site with the instruments, even though recording it is easy.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3114",
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    "taskId": "uk-3114-T-03470",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Gathering existing maps, photographs and records is research software does well, though some archives are still on paper.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3114",
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  {
    "taskId": "uk-3114-T-06135",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Planning level runs is calculable, but placing the markers happens on the ground.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3114",
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  {
    "taskId": "uk-3114-T-07805",
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      3
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    "unstable": false,
    "rationale": "Accurate surveying means taking the instruments out and measuring the ground yourself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3120",
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      3
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    "unstable": false,
    "rationale": "Operating survey instruments and data collectors is hands-on field work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "uk-3114-T-21237",
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      2
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    "unstable": false,
    "rationale": "Theodolites and satellite positioning have to be set up and operated on site by a surveyor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2454",
    "occupationId": null
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  {
    "taskId": "uk-3114-T-00190",
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    "unstable": false,
    "rationale": "Codes and regulations are published and easy to look up, but applying them properly is a chartered surveyor’s responsibility.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-3114",
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  {
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Earth curvature corrections are a formula, applied reliably by software and checked by a surveyor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3114",
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  {
    "taskId": "uk-3114-T-02838",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking map layers for errors and correcting them is screen-based data work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Pulling setting-out information out of engineering plans is document and calculation work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3114",
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    "taskId": "uk-3114-T-04911",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Organising drafting and print production is coordination and document work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3114",
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    "taskId": "uk-3114-T-06153",
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    "band": "very high",
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      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Looking values up in reference tables is exactly what software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3114",
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    "taskId": "uk-3114-T-08118",
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      3
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    "unstable": false,
    "rationale": "Typing coordinates and attributes into a database is routine entry work that software does faster and more accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2115",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3114",
    "occupationId": null
  },
  {
    "taskId": "uk-3114-T-13323",
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      59,
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      0,
      1,
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      3
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    "confidence": "medium",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3114",
    "occupationId": null
  },
  {
    "taskId": "uk-3114-T-15320",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Holding a rod or target in position is physical presence at the survey point.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3114",
    "occupationId": null
  },
  {
    "taskId": "uk-3114-T-15844",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Once survey data exists, drawing up plans and written descriptions is documented desk work software does well before checking.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:57:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3114",
    "occupationId": null
  },
  {
    "taskId": "uk-3114-T-15905",
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    "band": "high",
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      71,
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    "d": [
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      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Turning survey measurements into topographic and contour maps is largely automated by mapping software already.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3120",
    "occupationId": null
  },
  {
    "taskId": "uk-3114-T-18902",
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      6,
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      0,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Records help narrow the search, but finding a buried marker means walking the ground with a detector.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3114",
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  },
  {
    "taskId": "uk-3114-T-18903",
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    "range": [
      76,
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    "d": [
      3,
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      0,
      0,
      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Land Registry titles and survey records are digital and searchable, so retrieving boundary information is well suited to software.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3114",
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  },
  {
    "taskId": "uk-3114-T-19285",
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      4
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    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Placing and recovering stakes and monuments is physical field work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-3114-T-21071",
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    "band": "high",
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      59,
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    "d": [
      3,
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      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Updating overlay maps with boundaries and features is screen-based mapping work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3114",
    "occupationId": null
  },
  {
    "taskId": "uk-3114-T-21533",
    "score": 88,
    "band": "very high",
    "range": [
      84,
      92
    ],
    "d": [
      4,
      0,
      1,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking survey figures for mathematical correctness is calculation software performs reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-3114-T-02405",
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    "band": "very high",
    "range": [
      81,
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    "d": [
      4,
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      1,
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      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Correcting measurements for atmospheric conditions is a documented calculation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3114",
    "occupationId": null
  },
  {
    "taskId": "uk-3114-T-03699",
    "score": 75,
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      71,
      79
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    "d": [
      3,
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      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Comparing aerial photographs against maps to check accuracy is image matching that software does quickly and consistently.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3120",
    "occupationId": null
  },
  {
    "taskId": "uk-3114-T-03867",
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      11,
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    ],
    "d": [
      1,
      2,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The requirements are documented, but complying with them is about how the technician actually behaves on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:57:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3114",
    "occupationId": null
  },
  {
    "taskId": "uk-3114-T-06178",
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      49,
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      3,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Choosing scales, line weights and colours for plotted maps is well-defined set-up done at the plotter.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3114",
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  },
  {
    "taskId": "uk-3114-T-09468",
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Pulling map data out of a database and drawing it is documented, repeatable software work with plenty of reference material.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:57:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3114",
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  },
  {
    "taskId": "uk-3114-T-12080",
    "score": 81,
    "band": "very high",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Keeping maps current is data maintenance software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3114",
    "occupationId": null
  },
  {
    "taskId": "uk-3114-T-18435",
    "score": 66,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Pulling measurement data together and interpreting it to check results is analysis with strong software support.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3114",
    "occupationId": null
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  {
    "taskId": "uk-3114-T-01190",
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    "d": [
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Land, tenancy and planning law is published, but applying it in a survey is the professional’s responsibility.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3114",
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  {
    "taskId": "uk-3114-T-03792",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Writing detailed source and method notes for a land plot is documentation work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3114",
    "occupationId": null
  },
  {
    "taskId": "uk-3114-T-17327",
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      6,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Recording measurements, quality and design means examining the property in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3541",
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  {
    "taskId": "uk-3114-T-01135",
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    "d": [
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Contract law principles are published, but applying them to a client’s property contract carries professional responsibility.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3114",
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  {
    "taskId": "uk-3114-T-03530",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Combining property information across splits and adjustments is structured records work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "uk-3114-T-10137",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Answering public enquiries about boundaries, ownership and zoning from records is question-answering software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Producing project documentation, technical reports and statistics is routine written and data work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5319",
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  {
    "taskId": "uk-3114-T-20047",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Supervising surveyors is about directing and developing real people in the field, which depends on being there with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:57:05Z",
    "keyingScheme": "text+occupation",
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  {
    "taskId": "uk-3114-T-04030",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Fieldwork means getting to the location and taking the measurements.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Common defects are well documented so software can suggest causes, though the evidence comes from someone inspecting the building.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Surveying a property for faults means being in the building looking and touching, so software can only help with the report.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Valuation methods and evidence are documented, but a Red Book valuation must be signed by a registered valuer.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3114",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Working relationships get built between particular people over time.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:25:43.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2141",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Writing up the report is easy for software, but someone has to spot the problem on site first.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5323",
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  {
    "taskId": "uk-3115-T-00780",
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    "d": [
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    "confidence": "high",
    "unstable": false,
    "rationale": "Reading test data against product standards is number-and-rule work software handles well, with a technician checking the borderline cases.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
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    "scoredUnderOccupationId": "uk-soc-3115",
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  {
    "taskId": "uk-3115-T-00264",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Correcting a fault means physically adjusting the product or the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8143",
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  {
    "taskId": "uk-3115-T-02640",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Someone has to stand at the component with the testing kit and work through the written method.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
    "taskId": "uk-3115-T-04077",
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    "rationale": "Assessing what a structure needs means looking at the structure.",
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    "rationale": "Applying magnetic particles to a component is done by hand at the workpiece.",
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    "promptVersion": "task_scoring_v1.0",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "keyingScheme": "text+occupation",
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    "rationale": "Choosing how to present building plans graphically follows well established conventions that software applies quickly.",
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    "rationale": "Following the organisation’s equality policies is something a person does rather than a document to be produced.",
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    "rationale": "Excavation tonnage comes from survey data and standard formulas, which software calculates quickly and accurately.",
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      51,
      65
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      2,
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The record-keeping side is easy to automate, but the point of continuing development is the person's own learning.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2455",
    "occupationId": null
  },
  {
    "taskId": "uk-3120-T-15648",
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      71,
      79
    ],
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      3,
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      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Producing graphs and haul diagrams from earthworks data is chart-making that software handles end to end.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3120",
    "occupationId": null
  },
  {
    "taskId": "uk-3120-T-18045",
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      0,
      4
    ],
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      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Running drawings through a photocopier is physical work at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3120",
    "occupationId": null
  },
  {
    "taskId": "uk-3120-T-20622",
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      4,
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      1,
      3,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Tracing drawings onto paper by hand is manual work, even though the drawing itself is already digital elsewhere.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3120",
    "occupationId": null
  },
  {
    "taskId": "uk-3120-T-16261",
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      58,
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      0,
      0,
      0,
      4
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    "unstable": false,
    "rationale": "Software can produce usable 3D models, but turning them into something a technician would sign off still takes substantial rework.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:47:28Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3120",
    "occupationId": null
  },
  {
    "taskId": "uk-3120-T-05309",
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      71,
      79
    ],
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      3,
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      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Producing technical drawings and plans for products is well documented drawing work that software now does to a usable standard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3120",
    "occupationId": null
  },
  {
    "taskId": "uk-3120-T-09111",
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      43,
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      1,
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      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Draft engineering designs can be generated, but comprehensive construction designs need heavy expert rework before an engineer will approve them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:47:28Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3120",
    "occupationId": null
  },
  {
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      49,
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Measuring for specifications is mostly taken off digital models now, which software does accurately, with occasional physical checks.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3120",
    "occupationId": null
  },
  {
    "taskId": "uk-3120-T-00957",
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      71,
      79
    ],
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      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Analysing data to write procedures and instructions for a component is structured desk work software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3120",
    "occupationId": null
  },
  {
    "taskId": "uk-3120-T-04295",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Visiting and surveying a site means physically being there and seeing the place.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3120",
    "occupationId": null
  },
  {
    "taskId": "uk-3120-T-04579",
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      0,
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      3
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    "rationale": "Software can suggest fixes, but resolving a design clash usually means talking it through with the people involved.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3120",
    "occupationId": null
  },
  {
    "taskId": "uk-3120-T-04992",
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      0,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Detailing components across a team is coordination work where people agree who does what and when.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3120",
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  },
  {
    "taskId": "uk-3120-T-05890",
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      58,
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      0,
      0,
      4
    ],
    "confidence": "medium",
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    "rationale": "Software can produce component designs, but making them manufacturable still takes substantial rework by a technician.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:47:28Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3120",
    "occupationId": null
  },
  {
    "taskId": "uk-3120-T-06560",
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      31,
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      1,
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      3
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    "confidence": "high",
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    "rationale": "Genuinely novel engineering solutions come out of software as starting points only and need heavy expert development.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:47:28Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3120",
    "occupationId": null
  },
  {
    "taskId": "uk-3120-T-07898",
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      59,
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      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking drawings against industry and safety standards is a comparison task software does thoroughly, with a person accountable.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3120",
    "occupationId": null
  },
  {
    "taskId": "uk-3120-T-09526",
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      62,
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      1,
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      3
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    "confidence": "high",
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    "rationale": "Checking drawings and specifications for clashes and errors is exactly the kind of systematic comparison software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:47:28Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3120",
    "occupationId": null
  },
  {
    "taskId": "uk-3120-T-10877",
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      0,
      0,
      3
    ],
    "confidence": "high",
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    "rationale": "Reading specifications and digital drawings to pull out requirements is document work AI does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:36.798Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5316",
    "occupationId": null
  },
  {
    "taskId": "uk-3120-T-11386",
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      3
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    "rationale": "Technical notes are easy to produce, but liaising between designers and site or factory teams runs on working relationships.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:47:28Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3120",
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  },
  {
    "taskId": "uk-3120-T-16042",
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    ],
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      1,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Preparing and issuing working drawings for each project stage is documented production work software largely handles.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3120",
    "occupationId": null
  },
  {
    "taskId": "uk-3120-T-18729",
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    "d": [
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      3
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    "rationale": "Revising a design to avoid production problems is partly documented practice and partly experience of what actually goes wrong.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3120",
    "occupationId": null
  },
  {
    "taskId": "uk-3120-T-01670",
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      2
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    "unstable": false,
    "rationale": "Feasibility judgements rest on what a specific factory can actually make, which is local knowledge.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:31:26.785Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2129",
    "occupationId": null
  },
  {
    "taskId": "uk-3120-T-03527",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Colouring and masking drawings is now mostly done on screen, though the traditional airbrush version is manual work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3120",
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  {
    "taskId": "uk-3120-T-04405",
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Answering a customer's installation questions depends on a live conversation and trust in the answer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:16:27.713Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-3120-T-05307",
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    "band": "partial",
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      3
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    "rationale": "Initial drafts drawn by hand are manual work, though software can now produce equivalent early concepts on screen.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3120",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Detailed drawings for furniture or car parts can be drafted by software, though a designer refines them to be makeable.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "uk-3120-T-06829",
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    "confidence": "medium",
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    "rationale": "Specifying tooling and controls in drawing software is documented work tools support, though specialist judgement shapes the result.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3120",
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  {
    "taskId": "uk-3120-T-08167",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Long-term working relationships with customers and suppliers are the whole point of this task.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
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    "scoredUnderOccupationId": "uk-soc-2132",
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  {
    "taskId": "uk-3120-T-11233",
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    "rationale": "Schematic and orthographic views follow strict conventions software can apply, though laying out a complex assembly still needs skill.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:16:27.713Z",
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  {
    "taskId": "uk-3120-T-13065",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Safety improvements draw on published guidance software can apply, though a responsible person must accept the change.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3120",
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  {
    "taskId": "uk-3120-T-16217",
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    "confidence": "high",
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    "rationale": "Installation and manufacturing documentation follows set formats using information already recorded, so software drafts it well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3120",
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  {
    "taskId": "uk-3120-T-21285",
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    "band": "very high",
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      4
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    "confidence": "high",
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    "rationale": "Design and specification calculations follow set methods that software applies reliably, with an engineer checking the result separately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:47:28Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3120",
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  {
    "taskId": "uk-3120-T-21681",
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    "d": [
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      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Working safely follows written regulations that are easy to check against, though the safe behaviour happens wherever the person is.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:47:28Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3120",
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  {
    "taskId": "uk-3120-T-02456",
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    "band": "very high",
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    "d": [
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Product costing from ingredient and manufacturing costs is spreadsheet arithmetic.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:31:26.786Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2129",
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  },
  {
    "taskId": "uk-3120-T-05178",
    "score": 83,
    "band": "very high",
    "range": [
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    "d": [
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      4
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    "confidence": "high",
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    "rationale": "Making digital maps in mapping software is well-documented work that automated tools already do very capably.",
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    "rationale": "Reports supporting map preparation follow familiar formats using data already gathered, so software drafts them well.",
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    "rationale": "Laser scanning requires taking the scanner to the site and setting it up properly.",
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    "rationale": "Producing graphs on a computer is one of the most routine things software does, for any audience.",
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    "rationale": "Coordinating suppliers and clients through map production is relationship and negotiation work rather than document production.",
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    "rationale": "Deciding which sources are good enough is a judgment call about accuracy and provenance that an organization owns.",
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    "rationale": "Finding spelling mistakes in text is one of the oldest and most reliable things software does.",
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    "rationale": "Network performance data is easy for software to analyse, though some checks mean being near the equipment.",
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    "rationale": "Software can propose a design, but matching security choices to one organisation’s real setup needs an engineer.",
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    "modelId": "claude-opus-5",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3132",
    "occupationId": null
  },
  {
    "taskId": "uk-3131-T-11695",
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      10,
      18
    ],
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      2,
      3,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Fixing computers and hardware means physically opening, swapping and testing kit, which software cannot do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:34:23.812Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2133",
    "occupationId": null
  },
  {
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      68,
      82
    ],
    "d": [
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      0,
      0,
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      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Mail and antivirus systems largely look after themselves, with a person handling the awkward exceptions.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2139",
    "occupationId": null
  },
  {
    "taskId": "uk-3131-T-15264",
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    "band": "high",
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      71,
      79
    ],
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      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Upgrade and backup schedules are planning work software can draft.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2132",
    "occupationId": null
  },
  {
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      30,
      44
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      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Common fixes are well documented, but real troubleshooting often means being at the machine and talking to the user.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3131",
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  },
  {
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      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software troubleshooting has enormous public reference material and works from a screen, though hardware faults still need hands on the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:57:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3131",
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  },
  {
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      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Working out system and network requirements from usage data is analysis software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3131",
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  },
  {
    "taskId": "uk-3131-T-00803",
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      71,
      79
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    "d": [
      3,
      0,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Matching requirements to technology options is well supported by these tools, with a specialist confirming the fit.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:34:23.812Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2133",
    "occupationId": null
  },
  {
    "taskId": "uk-3131-T-00867",
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      71,
      79
    ],
    "d": [
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      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Reading maintenance records to decide repair or replacement is pattern-spotting in data software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3131",
    "occupationId": null
  },
  {
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      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Day-to-day coordination with the team happens through conversation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:31:26.786Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2129",
    "occupationId": null
  },
  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Hardware specification draws on published data sheets, but fitting it to a live network takes engineering judgement.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3131",
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  },
  {
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      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Working out what hardware and software a change needs is documented analysis software handles.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2132",
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  },
  {
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    "d": [
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      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Disaster recovery plans follow published templates software can draft closely.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-3131-T-10004",
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    "d": [
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      1,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Voice systems still need someone configuring handsets and equipment on site, with users to keep working.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3131",
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  },
  {
    "taskId": "uk-3131-T-10858",
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      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Reading requirements and specifications and explaining what they mean is document work AI is strong at.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3132",
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  },
  {
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    "d": [
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      0,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Systems administration is well-documented work with a great deal of automation already available.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2134",
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  },
  {
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      86,
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    ],
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      3
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    "confidence": "medium",
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    "rationale": "Maintenance and repair records are structured entries that systems already generate and keep updated automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3131",
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  },
  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Project plans and reports are easily produced, though keeping people to them is a human job.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:34:23.812Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2133",
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  },
  {
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Monitoring tools flag problems automatically, but restoring service sometimes needs someone on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2132",
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  {
    "taskId": "uk-3131-T-14062",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "System monitoring is largely automated, though deciding what an unusual reading means still needs judgement.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2139",
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  {
    "taskId": "uk-3131-T-14932",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Backups have been run on a schedule by software for years; the person just confirms they worked.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "d": [
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    "unstable": false,
    "rationale": "Security controls are well documented, but planning and putting them in place across an organisation needs judgement about its own systems.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:57:05Z",
    "keyingScheme": "text+occupation",
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    "rationale": "Diagnosis can be guided by published fault guides, but fixing equipment usually means hands on the hardware.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Software testing can be scripted and automated, but testing physical hardware means someone with the kit in front of them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Requirements are easy to write up, but understanding what a client really needs comes from talking with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Security practice is abundantly documented, so tools suggest strong improvements that a specialist verifies.",
    "promptVersion": "task_scoring_v1.0",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Business processes are documented and software is good at spotting inefficiency in them, with people consulted to confirm the findings.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "unstable": false,
    "rationale": "Software offers plenty of design ideas, but the genuinely awkward problems still need an engineer’s judgement.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Systems development knowledge is abundantly documented, so tools produce solid solutions a specialist refines.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:34:23.812Z",
    "keyingScheme": "text-only",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Much of the design and testing is well-documented work, though gathering requirements and delivering change involves people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Start-up and shutdown steps are scripted, but making sure people actually follow them is a person's job.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Working safely at height and isolating electrics is entirely physical, and the isolation itself must be done by an authorised person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:57:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3131",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Researching new technology and writing a recommendation is reading and summarising, which software does quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Installing software is straightforward remotely, but loading paper and forms needs someone at the printer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
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  {
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      86,
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      3
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-3131",
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  },
  {
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      33,
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      0,
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      3
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    "rationale": "Building systems alongside developers is collaborative work tools assist with rather than replace.",
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    "modelId": "claude-opus-5",
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  },
  {
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      4
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      4,
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      1
    ],
    "confidence": "high",
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    "rationale": "Pulling and terminating cable is physical installation work done inside the building.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  },
  {
    "taskId": "uk-3131-T-06453",
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      51,
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      3
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    "rationale": "Software suggests plenty of design options, but harder network and mobile problems still need an engineer’s judgement.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  },
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    "rationale": "Finding out what is actually possible means asking the managers who run the systems.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  },
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      68,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Working out power requirements from equipment specifications is documented technical calculation these tools handle well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2133",
    "occupationId": null
  },
  {
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      19,
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      0,
      2,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Supervising developers means managing people day to day, which software cannot take on.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2133",
    "occupationId": null
  },
  {
    "taskId": "uk-3132-T-03640",
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      19,
      33
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      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Answering enquiries by phone is well within chat tools, but the face-to-face half still needs someone in the room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3132",
    "occupationId": null
  },
  {
    "taskId": "uk-3132-T-03641",
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      2,
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      0,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Serving a customer at the counter happens face to face.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1131",
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  },
  {
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      2,
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      0,
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Customers stay because they trust the person who comes into their home.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9223",
    "occupationId": null
  },
  {
    "taskId": "uk-3132-T-18260",
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      60,
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    "d": [
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      0,
      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Email, phone and chat support is text-based work that AI assistants already handle for common issues.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3132",
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  },
  {
    "taskId": "uk-3132-T-18274",
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      0,
      1,
      3
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    "confidence": "medium",
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    "rationale": "Most fixes are done through software, though some jobs still need someone standing at the machine.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  },
  {
    "taskId": "uk-3132-T-02044",
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      1,
      3
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    "confidence": "medium",
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    "rationale": "Remote set-up is easy to automate, but the in-person half of this job still needs a person there.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  },
  {
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      0,
      3,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Communicating well with people at all levels depends on relationships and reading the room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  },
  {
    "taskId": "uk-3132-T-07380",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Writing up what was done and when is routine record-keeping that software drafts accurately from the ticket.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  },
  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software faults can be handled remotely, but hardware faults need hands on the kit.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
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  {
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      0,
      0,
      3
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    "modelId": "claude-opus-5",
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    "rationale": "Once a fault is identified, working through known troubleshooting steps is something AI does well from documentation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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    "unstable": false,
    "rationale": "Most user support is done remotely from a screen with huge amounts of documented guidance, so software resolves many issues directly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:57:05Z",
    "keyingScheme": "text+occupation",
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  {
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      3
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    "rationale": "Testing hardware means plugging into and handling the equipment, which software cannot do for you.",
    "promptVersion": "task_scoring_v1.0",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Guidance and tips can be generated, but getting people to actually change how they work needs a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      4
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    "confidence": "high",
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    "rationale": "Keeping up with new software and hardware is reading and summarising published material, which AI does quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3
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    "rationale": "Ranking tickets by urgency follows rules the system already holds, so software can sort the queue.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Creating accounts is a scripted job, though someone still has to approve who gets access.",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Following security rules on a client site is something a person does in the building, not a document AI writes.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Setting up remote working kit is mostly configuration work that can be scripted and done from a distance.",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Directing installations involves people and machines in a place, though the instructions themselves are easily produced.",
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      3
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    "rationale": "Writing up how a system works is drafting work AI does well once it can read the system details.",
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    "modelId": "claude-opus-5",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting hardware and cabling means physically handling equipment on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Systems administration is well-documented work with a great deal of automation already available.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Working out the order and priority of the week's jobs is planning that software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Advice given in person depends on being there and reading the room as much as on the analysis.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "A call-out means travelling to the customer, so the response itself cannot be done from a screen.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Preparing a progress update is straightforward writing, though someone still speaks to the team.",
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    "rationale": "Security tools already find most issues automatically, though fixing some of them needs access to equipment.",
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    "rationale": "Researching new tools is reading and comparing published material, which AI does quickly and well.",
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    "rationale": "Teaching software face-to-face means being in the room with the learner.",
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    "rationale": "Change management is about carrying people with you, which tools support with materials rather than perform.",
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    "rationale": "Looking up answers in technical manuals is document searching, which AI does faster than any person.",
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      3
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    "rationale": "Finding and fixing faults in code and databases is something these tools now do to a high standard.",
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    "rationale": "Updating records in an online database is routine data entry that software already does automatically.",
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    "rationale": "Permission settings follow clear rules and are applied at a screen, so most of the work can be generated.",
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    "rationale": "Data management procedures follow documented practice and can be drafted well, though the organisation's own data rules decide the detail.",
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    "rationale": "Database standards and good practice are widely published, so drafting them suits software very well.",
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    "rationale": "Checking work against written development standards is routine, and tools can do much of that review automatically.",
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    "rationale": "Error logging and alerting follow standard, widely documented patterns that software can produce with little rework.",
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    "rationale": "Data protection rules are published and the checking is desk work, though a responsible person still owns compliance.",
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    "rationale": "Access rules based on job roles are written down, so applying them is largely a screen-based, repeatable job.",
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    "rationale": "Test plans and scripts for a website are well-trodden ground that generates to a usable standard.",
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    "rationale": "Standard recovery plans draft easily, but what is genuinely recoverable depends on this organisation's setup.",
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    "rationale": "Publishing and updating content is largely tool-driven, but editorial choices about what goes live stay human.",
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    "rationale": "Loading and organising content in a website system is routine, well-documented work.",
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    "rationale": "Website usage figures are collected and reported by analytics tools without anyone doing it by hand.",
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    "rationale": "Backups have been run on a schedule by software for years; the person just confirms they worked.",
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    "rationale": "Update scheduling and patching is already handled by management tools on a timetable.",
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    "rationale": "Training and helping people is partly reference material software supplies, but learners rely on a person responding to their confusion.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "rationale": "Server administration is heavily scripted, but keeping live services healthy still needs someone on call.",
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    "rationale": "Turning analysed data into a detailed report is structured writing these tools produce to a professional standard.",
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    "confidence": "high",
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    "rationale": "Web and server errors are documented publicly in enormous detail, so tracing a cause from logs works well.",
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    "rationale": "Style guides are a well-established written form that can be drafted to a usable standard immediately.",
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    "confidence": "high",
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    "rationale": "Choosing and defining website measures is a documented, well-understood exercise.",
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    "rationale": "Support tickets and analytics reveal most problems automatically, though some only surface when a user explains them.",
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    "rationale": "The framework is standard, but deciding what counts as sensitive here depends on local knowledge of the business.",
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    "rationale": "Firewall rules and encryption setup are documented and scriptable, with a person checking nothing important is blocked.",
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    "rationale": "Telling users a problem is fixed is a short, templated message that systems already send.",
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    "rationale": "Campaign setup and reporting is heavily tool-driven, with a person coordinating what actually ships.",
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    "rationale": "Watching traffic for attacks is done by detection software around the clock, far faster than a person could.",
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    "rationale": "Checking written content for errors and clarity is one of the strongest uses of today’s language tools.",
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    "rationale": "Writing down the steps taken so they can be repeated is documentation, which generates very well.",
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    "rationale": "Writing to a style guide with accessibility rules is well-documented work that tools produce to a publishable draft.",
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    "rationale": "Audience growth tactics are extensively documented, so tools produce solid, tested plans.",
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    "rationale": "Advice on wearing and cleaning glasses is standard and easily produced in writing or video, with staff on hand for questions.",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can work out complex lens options well, but a registered dispenser must measure, fit and hand over the finished spectacles.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3211",
    "occupationId": null
  },
  {
    "taskId": "uk-3211-T-13848",
    "score": 23,
    "band": "low",
    "range": [
      16,
      30
    ],
    "d": [
      2,
      1,
      2,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Online tools already suggest lenses and show frames, but a registered dispenser normally guides the choice, especially for children and complex prescriptions.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3211",
    "occupationId": null
  },
  {
    "taskId": "uk-3211-T-15659",
    "score": 62,
    "band": "high",
    "range": [
      55,
      69
    ],
    "d": [
      3,
      0,
      2,
      0,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Working out lens form and ordering details from a prescription is calculation software already performs, though a registered dispenser signs it off.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3211",
    "occupationId": null
  },
  {
    "taskId": "uk-3211-T-17742",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Repairing and adjusting glasses is bench and hand work on the physical item.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3211",
    "occupationId": null
  },
  {
    "taskId": "uk-3211-T-21472",
    "score": 37,
    "band": "low",
    "range": [
      30,
      44
    ],
    "d": [
      2,
      0,
      2,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Systems can flag a doubtful prescription automatically, but the check-back is a professional exchange between registered practitioners.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3211",
    "occupationId": null
  },
  {
    "taskId": "uk-3211-T-01310",
    "score": 56,
    "band": "partial",
    "range": [
      49,
      63
    ],
    "d": [
      3,
      0,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Working out which lens will suit a prescription is desk-based optical maths that software handles well, though a registered dispenser stays responsible.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3211",
    "occupationId": null
  },
  {
    "taskId": "uk-3211-T-03895",
    "score": 4,
    "band": "minimal",
    "range": [
      0,
      11
    ],
    "d": [
      1,
      3,
      2,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Follow-up appointments mean checking fit and comfort with the patient in the practice, which cannot be done at a screen.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3211",
    "occupationId": null
  },
  {
    "taskId": "uk-3211-T-09383",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Warming and bending a frame to fit someone's face is done by hand with the patient there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3211",
    "occupationId": null
  },
  {
    "taskId": "uk-3211-T-12855",
    "score": 9,
    "band": "minimal",
    "range": [
      2,
      16
    ],
    "d": [
      1,
      3,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Automatic focimeters give the reading, but someone still has to put each lens in the machine and record it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3211",
    "occupationId": null
  },
  {
    "taskId": "uk-3211-T-15395",
    "score": 10,
    "band": "minimal",
    "range": [
      3,
      17
    ],
    "d": [
      1,
      1,
      4,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Practising within the rules is by definition something a person on the professional register does; software cannot hold that responsibility.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3211",
    "occupationId": null
  },
  {
    "taskId": "uk-3211-T-17509",
    "score": 27,
    "band": "low",
    "range": [
      20,
      34
    ],
    "d": [
      2,
      1,
      2,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can flag warning signs, but the decision to send someone to an eye surgeon is made by the registered practitioner who saw them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3211",
    "occupationId": null
  },
  {
    "taskId": "uk-3211-T-18969",
    "score": 36,
    "band": "low",
    "range": [
      29,
      43
    ],
    "d": [
      3,
      1,
      2,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Matching frames and lenses to a prescription is largely catalogue-matching a computer does well, with a registered dispenser confirming the choice.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3211",
    "occupationId": null
  },
  {
    "taskId": "uk-3211-T-02487",
    "score": 66,
    "band": "high",
    "range": [
      59,
      73
    ],
    "d": [
      4,
      1,
      1,
      0,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "This is measurement arithmetic with standard formulas, the kind of calculation software has done reliably for years.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3211",
    "occupationId": null
  },
  {
    "taskId": "uk-3211-T-08855",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      3,
      2,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting a lens onto someone’s eye needs trained hands and the patient in the chair.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3211",
    "occupationId": null
  },
  {
    "taskId": "uk-3211-T-10851",
    "score": 47,
    "band": "partial",
    "range": [
      40,
      54
    ],
    "d": [
      3,
      0,
      3,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Reading histories and test results to shape a care plan is document work computers do well, but the clinical decision stays with a registered professional.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3211",
    "occupationId": null
  },
  {
    "taskId": "uk-3211-T-14214",
    "score": 88,
    "band": "very high",
    "range": [
      84,
      92
    ],
    "d": [
      4,
      0,
      1,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Sending lens orders to a laboratory is routine digital ordering with nothing that has to be done in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3211",
    "occupationId": null
  },
  {
    "taskId": "uk-3211-T-17044",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Putting a repaired frame back together is done by hand at the bench.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3211",
    "occupationId": null
  },
  {
    "taskId": "uk-3211-T-19463",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Lenses are cut and edged on a machine that someone has to set up and operate by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3211",
    "occupationId": null
  },
  {
    "taskId": "uk-3211-T-07732",
    "score": 36,
    "band": "low",
    "range": [
      29,
      43
    ],
    "d": [
      1,
      0,
      2,
      0,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Learning material and summaries are easy to generate, but the registrant has to do the learning and record it personally.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3211",
    "occupationId": null
  },
  {
    "taskId": "uk-3211-T-09691",
    "score": 13,
    "band": "minimal",
    "range": [
      6,
      20
    ],
    "d": [
      2,
      2,
      3,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Spotting eye problems needing urgent referral depends on examining the patient, and the referral decision must be made by a registered professional.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3211",
    "occupationId": null
  },
  {
    "taskId": "uk-3211-T-11668",
    "score": 10,
    "band": "minimal",
    "range": [
      3,
      17
    ],
    "d": [
      1,
      3,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Schedules and instructions are documented, but calibrating instruments means physically adjusting and checking each device.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3211",
    "occupationId": null
  },
  {
    "taskId": "uk-3211-T-13780",
    "score": 93,
    "band": "very high",
    "range": [
      89,
      97
    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Pulling up a customer's past record is a database lookup that practice software does instantly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3211",
    "occupationId": null
  },
  {
    "taskId": "uk-3211-T-14209",
    "score": 75,
    "band": "high",
    "range": [
      68,
      82
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Placing and tracking orders is routine system work, though choosing which frames to stock still involves knowing local customers.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3211",
    "occupationId": null
  },
  {
    "taskId": "uk-3211-T-16590",
    "score": 53,
    "band": "partial",
    "range": [
      46,
      60
    ],
    "d": [
      3,
      1,
      0,
      1,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Advice on looking after glasses and instruments follows well-known guidance that software can write accurately, though it is usually given face to face.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3211",
    "occupationId": null
  },
  {
    "taskId": "uk-3211-T-17522",
    "score": 23,
    "band": "low",
    "range": [
      19,
      27
    ],
    "d": [
      2,
      1,
      3,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Hospitals accept eye referrals only from registered practitioners, so software can prepare the letter but not make the referral.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3211",
    "occupationId": null
  },
  {
    "taskId": "uk-3211-T-21639",
    "score": 19,
    "band": "minimal",
    "range": [
      15,
      23
    ],
    "d": [
      2,
      1,
      3,
      2,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping up with products and evidence suits software well, but supplying appliances and deciding on referrals is reserved for registered practitioners.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3211",
    "occupationId": null
  },
  {
    "taskId": "uk-3211-T-12483",
    "score": 75,
    "band": "high",
    "range": [
      68,
      82
    ],
    "d": [
      4,
      1,
      0,
      0,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Stock control and reordering is data work software already automates, apart from the occasional physical stock check.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3211",
    "occupationId": null
  },
  {
    "taskId": "uk-3211-T-14196",
    "score": 69,
    "band": "high",
    "range": [
      65,
      73
    ],
    "d": [
      4,
      1,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Stock levels and reordering are handled well by retail systems, with someone checking the shelves now and then.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3211",
    "occupationId": null
  },
  {
    "taskId": "uk-3211-T-16654",
    "score": 8,
    "band": "minimal",
    "range": [
      1,
      15
    ],
    "d": [
      1,
      1,
      2,
      3,
      1
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Leading a team depends on relationships built with particular colleagues over time, which software cannot stand in for.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3211",
    "occupationId": null
  },
  {
    "taskId": "uk-3211-T-20101",
    "score": 6,
    "band": "minimal",
    "range": [
      0,
      13
    ],
    "d": [
      1,
      2,
      3,
      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Training rules require a registered person on site to supervise, and the trainee’s progress depends on that personal relationship.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3211",
    "occupationId": null
  },
  {
    "taskId": "uk-3211-T-04246",
    "score": 64,
    "band": "high",
    "range": [
      60,
      68
    ],
    "d": [
      3,
      0,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Comparing suppliers on price, quality and lead time is desk research software does quickly, with a person judging reliability.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3211",
    "occupationId": null
  },
  {
    "taskId": "uk-3211-T-04773",
    "score": 70,
    "band": "high",
    "range": [
      66,
      74
    ],
    "d": [
      3,
      0,
      0,
      1,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Chasing stock and lead times with suppliers is routine ordering work that software schedules and tracks well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3211",
    "occupationId": null
  },
  {
    "taskId": "uk-3211-T-11804",
    "score": 8,
    "band": "minimal",
    "range": [
      1,
      15
    ],
    "d": [
      1,
      3,
      0,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Keeping displays tidy and current is hands-on shop work, even though the layout ideas can be planned in advance.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3211",
    "occupationId": null
  },
  {
    "taskId": "uk-3211-T-12955",
    "score": 26,
    "band": "low",
    "range": [
      19,
      33
    ],
    "d": [
      2,
      1,
      1,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Online retailers show much of this can be done digitally, but in practice sales come through face-to-face conversations in the shop.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3211",
    "occupationId": null
  },
  {
    "taskId": "uk-3212-T-00608",
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      12,
      26
    ],
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      2,
      1,
      3,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Medicine information is well documented, but advising a patient is a registered professional job done face to face.",
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    "modelId": "claude-opus-5",
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  },
  {
    "taskId": "uk-3212-T-09343",
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      62,
      70
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    "d": [
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      0,
      1,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Rules for handling confidential patient information are written down and software can apply them, though the pharmacy remains answerable for any breach.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3212",
    "occupationId": null
  },
  {
    "taskId": "uk-3212-T-15763",
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      0,
      13
    ],
    "d": [
      1,
      3,
      3,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Picking and labelling the right medicine means handling boxes in the dispensary under professional supervision.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3212",
    "occupationId": null
  },
  {
    "taskId": "uk-3212-T-17513",
    "score": 56,
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      52,
      60
    ],
    "d": [
      3,
      0,
      1,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Recognising when a question is for the pharmacist is straightforward routing work, and this hand-off exists precisely because of the pharmacist's legal role.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:47:28Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3212",
    "occupationId": null
  },
  {
    "taskId": "uk-3212-T-00114",
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    "band": "minimal",
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      0,
      4
    ],
    "d": [
      0,
      4,
      3,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Making up an intravenous bag in a sterile unit is physical, hands-on preparation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3212",
    "occupationId": null
  },
  {
    "taskId": "uk-3212-T-05584",
    "score": 0,
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      0,
      4
    ],
    "d": [
      0,
      4,
      2,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Carrying medicines to patients, wards or surgeries is physical delivery work that cannot be done from a screen.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:47:28Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3212",
    "occupationId": null
  },
  {
    "taskId": "uk-3212-T-11963",
    "score": 88,
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      84,
      92
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    "d": [
      4,
      0,
      1,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping medication records up to date is screen work software does accurately; the pharmacist's clinical check happens separately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:47:28Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3212",
    "occupationId": null
  },
  {
    "taskId": "uk-3212-T-15406",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      2,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Filling bottles from bulk containers is manual work at the dispensary bench.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3212",
    "occupationId": null
  },
  {
    "taskId": "uk-3212-T-17092",
    "score": 61,
    "band": "high",
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      54,
      68
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    "d": [
      4,
      1,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Taking in prescriptions is increasingly electronic, so receiving and logging the request happens automatically through the system.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3212",
    "occupationId": null
  },
  {
    "taskId": "uk-3212-T-18640",
    "score": 47,
    "band": "partial",
    "range": [
      43,
      51
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    "d": [
      3,
      0,
      3,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Software checks prescriptions well, but in a UK pharmacy this check must be done by or under the supervision of a pharmacist.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:47:28Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3212",
    "occupationId": null
  },
  {
    "taskId": "uk-3212-T-01062",
    "score": 32,
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      25,
      39
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    "d": [
      3,
      1,
      2,
      2,
      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Medicines information is fully published, so good answers are easy to produce, but a trained person should check them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3212",
    "occupationId": null
  },
  {
    "taskId": "uk-3212-T-08054",
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      25,
      39
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    "d": [
      2,
      1,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Safety checks and audits can be automated, but someone accountable must make sure the systems are actually followed.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3212",
    "occupationId": null
  },
  {
    "taskId": "uk-3212-T-11209",
    "score": 36,
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      32,
      40
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    "d": [
      3,
      2,
      1,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Counting and labelling stock is part screen work and part handling boxes on the shelf.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:47:28Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3212",
    "occupationId": null
  },
  {
    "taskId": "uk-3212-T-12698",
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    "d": [
      2,
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      2,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Temperature logs and procedures can be handled by software, but medicines still have to be physically stored securely, and controlled drugs are tightly governed.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:47:28Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3212",
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  },
  {
    "taskId": "uk-3212-T-16337",
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    "band": "partial",
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      39,
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    "d": [
      3,
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      1,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Safety materials and reminders can be drafted easily, but promoting safe practice means persuading colleagues face to face.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:47:28Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3212",
    "occupationId": null
  },
  {
    "taskId": "uk-3212-T-20115",
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      12
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    "d": [
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      3,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Handing over and giving medicines is physical, and UK law restricts who may supply or administer them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3212",
    "occupationId": null
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  {
    "taskId": "uk-3212-T-02883",
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      32,
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      0,
      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Expiry dates can be flagged automatically from stock records, though someone still has to walk the shelves and pull the stock.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:47:28Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3212",
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Spotting and reporting stock shortages follows directly from the stock system and is easily automated.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3212",
    "occupationId": null
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  {
    "taskId": "uk-3212-T-11726",
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    "d": [
      0,
      4,
      1,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "This is hands-on work: cleaning, maintaining and sterilising equipment cannot be done by software at all.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
    "taskId": "uk-3212-T-12735",
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      2,
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      3,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Rotas and training materials can be generated, but supervising and developing pharmacy staff depends on a registered person present with the team.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:47:28Z",
    "keyingScheme": "text+occupation",
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  {
    "taskId": "uk-3212-T-16697",
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    "band": "low",
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      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "General health advice is well documented and easy to draft, but it is given face to face under the pharmacy's professional oversight.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:47:28Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3212",
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  {
    "taskId": "uk-3212-T-20763",
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    "d": [
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      3,
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Drawing medicine into a syringe under sterile conditions is precise physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3212",
    "occupationId": null
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  {
    "taskId": "uk-3212-T-02408",
    "score": 93,
    "band": "very high",
    "range": [
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    "d": [
      4,
      0,
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Working out charges and entering them into the system is arithmetic and data entry software already does automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3212",
    "occupationId": null
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  {
    "taskId": "uk-3212-T-10010",
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    "band": "partial",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can draft a development plan, but the learning is the technician's own and the record must be submitted by the registered person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
    "taskId": "uk-3212-T-10173",
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      0,
      0,
      0,
      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Typing information from prescriptions and forms into a computer system is screen work that software already handles accurately, with no licence needed.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:47:28Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3212",
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  {
    "taskId": "uk-3212-T-12333",
    "score": 66,
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    "d": [
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Audits, procedures and quality reports are well-documented office work that software drafts well, with the pharmacy still answerable for standards.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:47:28Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3212",
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  {
    "taskId": "uk-3212-T-14761",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "General pharmacy admin is ordinary office work that AI tools handle well, though some of it happens at the counter.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
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    "occupationId": null
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    "taskId": "uk-3212-T-16131",
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    "d": [
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Submitting prescription reimbursement claims follows published rules and is the kind of form-filling software completes reliably.",
    "promptVersion": "task_scoring_v1.0",
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  {
    "taskId": "uk-3212-T-18397",
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Restocking dressings, needles and syringes is physical work done by hand in the dispensary or clinic.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3212",
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  {
    "taskId": "uk-3212-T-20916",
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    "d": [
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      2,
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      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Label text is generated automatically, but someone still has to stick the label on the bottle as part of a supervised dispensing process.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:47:28Z",
    "keyingScheme": "text+occupation",
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  {
    "taskId": "uk-3212-T-10975",
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      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reordering from stock data is exactly what software does well, with only occasional need to check shelves in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:47:28Z",
    "keyingScheme": "text+occupation",
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  {
    "taskId": "uk-3212-T-12634",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reports and rotas can be automated, but running a pharmacy day to day means being there and carrying responsibility.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
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  {
    "taskId": "uk-3212-T-17065",
    "score": 0,
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    "d": [
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Taking in deliveries and putting stock away is physical work that has to be done by a person on site.",
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      0,
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      3
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      1,
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      3
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  {
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      3,
      0,
      1,
      3
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    "keyingScheme": "text+occupation",
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  {
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      3
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  {
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      2,
      2,
      2,
      2
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    "unstable": false,
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
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    "d": [
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      4,
      1,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Loading stock into a dispensing robot means carrying boxes to the machine and filling it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      3
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    "unstable": false,
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    "keyingScheme": "text+occupation",
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  {
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      2,
      2,
      2,
      1,
      3
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
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      1,
      3,
      2,
      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Echocardiography depends on the operator holding the probe and finding the right views on the patient in real time.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
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      49,
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      3,
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      3
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    "rationale": "Valve areas are calculated from measurements using set formulas, which software applies reliably, though a qualified professional confirms the clinical picture.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
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      0,
      3
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    "rationale": "Comparing chamber sizes and wall thickness against published reference ranges is exactly the kind of measurement checking software does reliably.",
    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text+occupation",
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  {
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      2,
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      3
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    "confidence": "medium",
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    "rationale": "Theatre monitors already flag abnormalities automatically, but someone has to be in the room watching the patient during the procedure.",
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    "modelId": "claude-opus-5",
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  {
    "taskId": "uk-3213-T-14146",
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    "d": [
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      1,
      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Recording an ECG means attaching electrodes to the patient, so someone has to be there with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      3
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    "unstable": false,
    "rationale": "Automated analysis of monitor recordings is already strong and mostly needs light checking, with a qualified professional confirming the report.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      3,
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Changing settings on a temporary pacemaker is done at the bedside and only by a suitably qualified clinical professional.",
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    "modelId": "claude-opus-5",
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  {
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      2
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    "confidence": "high",
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    "rationale": "Attaching electrodes to someone chest and limbs is physical work on a patient.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      3
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    "rationale": "Watching the screens and gauges during imaging needs someone in the room while the procedure is under way.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Contrast imaging of the heart needs hands on the equipment and the patient, and radiation rules limit who may operate it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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    "rationale": "Passing monitoring results to a doctor is routine reporting that software handles, and the doctor's assessment happens separately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Supporting doctors during complex heart procedures is hands-on work in the catheter laboratory.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Assisting at a pacemaker or defibrillator implant is hands-on work in the operating theatre.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "rationale": "Clear explanations write themselves easily, but they land better face to face with a patient who is nervous.",
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    "rationale": "Monitors already flag abnormal signs automatically, but noticing how a patient looks and reacts still needs someone present.",
    "promptVersion": "task_scoring_v1.0",
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    "unstable": false,
    "rationale": "Operating the fluoroscope during a catheter procedure is hands-on, and radiation rules restrict who may use it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      2
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    "rationale": "Getting a patient ready for a test or treatment is physical work done with them in the room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Fitting a Holter or event monitor means attaching the device to the patient in person.",
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    "unstable": false,
    "rationale": "Testing cardiology equipment means physically handling and checking the machines, even though the results are recorded simply.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Vascular ultrasound depends on the operator holding the probe and reading the signal live at the patient's side.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Preparing balloons and stents is precise hands-on work at the table during the procedure.",
    "promptVersion": "task_scoring_v1.0",
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  {
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    "unstable": false,
    "rationale": "Lung function testing depends on coaching the patient through the breathing manoeuvres in person, and needs a trained operator.",
    "promptVersion": "task_scoring_v1.0",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Injecting contrast into a patient's blood vessels is a physical act, and rules restrict who may give it.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Moving and positioning patients is physical work that has to be done by someone at the bedside.",
    "promptVersion": "task_scoring_v1.0",
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    "unstable": false,
    "rationale": "Rotas and reviews can be drafted, but supervising a technical team depends on a person present and trusted by them.",
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    "rationale": "Keeping dental records up to date is screen work software handles accurately, with the dentist answerable for the clinical content.",
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  },
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    "taskId": "uk-3213-T-16486",
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      4
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      4,
      3,
      1,
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    "rationale": "Caring for implants and the tissues around them is chairside clinical work.",
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  {
    "taskId": "uk-3213-T-18493",
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      4,
      0,
      1,
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      4
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  {
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      14
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      3,
      1,
      1,
      3
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    "rationale": "Clinical photographs have to be taken with a camera and the patient positioned in front of it.",
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  {
    "taskId": "uk-3213-T-03959",
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      3,
      3,
      2,
      2
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  {
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      1,
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      3
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      3
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    "keyingScheme": "text+occupation",
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  {
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      3,
      1,
      3
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    "rationale": "Fitting rubber dams and temporary restorations is hands-on work in the patient's mouth.",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3213",
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  {
    "taskId": "uk-3213-T-15534",
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    "d": [
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      3
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    "rationale": "Setting out equipment is physical, while getting the records ready for each session is straightforward screen work.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
    "taskId": "uk-3213-T-17096",
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      3,
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      3
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3213",
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  {
    "taskId": "uk-3213-T-20320",
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      3,
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      3
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    "rationale": "Taking an impression means placing a tray in the patient's mouth.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3213",
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  {
    "taskId": "uk-3213-T-11786",
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    "d": [
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      0,
      3
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    "confidence": "high",
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    "rationale": "Servicing dental equipment is practical work done on the machines themselves.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "uk-3213-T-02134",
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      1,
      1,
      1,
      1,
      3
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    "rationale": "Continuing education builds the person's own skills, so software can prepare materials but cannot do the learning.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
    "taskId": "uk-3213-T-04131",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The advice is standard, but people make lifestyle changes when a person they trust supports them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "uk-3213-T-10860",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reading test results against known patterns is something software does well, though a qualified professional normally signs off the clinical meaning.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
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      2,
      1,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Taking dental impressions is hands-on work in the patient's mouth.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "band": "high",
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    "confidence": "medium",
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    "rationale": "Scheduling community oral health sessions is planning work software organises well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3213",
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  {
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      2
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    "rationale": "Keeping the patient at the centre of care shows in how staff behave with people, not in anything software produces.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
    "taskId": "uk-3213-T-20180",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Stop-smoking and diet advice is well documented, but sticking with it usually depends on regular human support.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3213",
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  {
    "taskId": "uk-3213-T-06512",
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Developing film with chemicals and equipment is hands-on darkroom work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "d": [
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    "confidence": "high",
    "unstable": false,
    "rationale": "Mixing and handling materials in someone's home is physical work done on the spot.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:47:28Z",
    "keyingScheme": "text+occupation",
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  {
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    "rationale": "Matching a person's needs to the right professional is documented routing work, though it is usually done in conversation.",
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    "modelId": "claude-opus-5",
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  {
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    "confidence": "high",
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    "rationale": "Casting a model from an impression is bench work with plaster and hands.",
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    "modelId": "claude-opus-5",
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  {
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    "rationale": "Design can be done on a computer now, but the device is still built and finished by hand in the lab.",
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    "d": [
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Crowns and bridges are designed digitally but made and finished at the bench to a dentist's prescription.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3213",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Brushing porcelain paste onto a framework is a hand skill at the bench.",
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    "rationale": "Pouring and setting plaster is a physical bench job.",
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    "modelId": "claude-opus-5",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Reading a prescription and working out what to make is document work software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Placing composite fillings is clinical work in the patient's mouth.",
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    "modelId": "claude-opus-5",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Dental design software already does much of this, though the technician judges what will actually fit and last.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Melting and casting metal is hot, hands-on bench work.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Making bite blocks and impression trays is hands-on preparation work.",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking an appliance against the specification means handling it on an articulator with measuring instruments.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Waxing up a prosthesis with a spatula is a hand skill.",
    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text-only",
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    "rationale": "Carving wax teeth to a dentist's specification is a hand skill.",
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    "rationale": "Filling chips with acrylic is a small hands-on repair job.",
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    "rationale": "Software can explain a device, but a client usually needs it fitted and demonstrated in front of them.",
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      2
    ],
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    "rationale": "Helping someone out of bed needs a pair of hands at the bedside.",
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    "modelId": "claude-opus-5",
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  },
  {
    "taskId": "uk-3213-T-07962",
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      11
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      3,
      2,
      2,
      2
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    "rationale": "Making sure someone actually takes their medicine means being there with them, and medicines administration is tightly governed.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3213",
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  },
  {
    "taskId": "uk-3213-T-12894",
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      3,
      11
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    "d": [
      1,
      3,
      1,
      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Measuring vital signs means putting equipment on the patient, which needs a person at the bedside.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-3213",
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  },
  {
    "taskId": "uk-3213-T-16697",
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      16,
      30
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    "d": [
      3,
      1,
      2,
      3,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Health advice is well documented, but patients act on it when a clinician they trust gives it.",
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    "modelId": "claude-opus-5",
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  },
  {
    "taskId": "uk-3213-T-18363",
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      4
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      0,
      4,
      1,
      2,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Answering a call bell means going to the patient and dealing with what they need.",
    "promptVersion": "task_scoring_v1.0",
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  {
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      3,
      11
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      1,
      3,
      1,
      1,
      3
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    "confidence": "high",
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    "rationale": "Taking a temperature, pulse or blood pressure means touching the patient, even though recording the numbers is simple.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
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      7
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    "d": [
      0,
      3,
      3,
      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Giving a patient their medication is a physical act, and UK rules set out who may administer medicines and under whose direction.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:47:28Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3213",
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  },
  {
    "taskId": "uk-3213-T-01650",
    "score": 21,
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      14,
      28
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    "d": [
      2,
      0,
      2,
      3,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Understanding someone's sleep, anxiety, grief and support network depends on a conversation where they feel able to be honest.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
    "taskId": "uk-3213-T-02028",
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      4
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      0,
      4,
      0,
      3,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Helping a patient use the toilet is physical care given by a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      4
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      0,
      4,
      2,
      1,
      2
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    "confidence": "high",
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    "rationale": "Taking blood, urine or sputum samples is hands-on work with the patient.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
    "taskId": "uk-3213-T-08765",
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      4
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    "d": [
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      4,
      1,
      2,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Feeding a patient safely is hands-on care given at the bedside.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3213",
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  {
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      3,
      1,
      2,
      2
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    "rationale": "Noticing changes in how someone behaves needs a person present with them, though the reporting itself is simple.",
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    "modelId": "claude-opus-5",
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  {
    "taskId": "uk-3213-T-17311",
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      42,
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      1,
      0,
      3
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    "rationale": "Writing up observations is note-taking that software already drafts well from what the carer reports.",
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    "keyingScheme": "text-only",
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  {
    "taskId": "uk-3213-T-21009",
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    "d": [
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      4,
      1,
      2,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Washing and dressing a patient is personal care given by hand.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "uk-3213-T-00305",
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      3,
      2,
      2
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    "confidence": "high",
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    "rationale": "Giving an enema is an intimate physical procedure carried out under clinical direction.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      1,
      1,
      1,
      3
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    "rationale": "Refresher training builds the technician's own skills, so software can prepare materials but cannot do the learning for them.",
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    "modelId": "claude-opus-5",
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      2,
      1,
      2
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    "rationale": "Taking blood, swabs or other samples from a patient is hands-on work at the bedside.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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      3
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    "rationale": "Pulling together information from colleagues and records is straightforward gathering work that software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "rationale": "The recording is simple, but someone has to measure and observe the patient's intake and output.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      2
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    "rationale": "Carrying out treatments or procedures on a patient is physical, and clinical rules set out who may perform them.",
    "promptVersion": "task_scoring_v1.0",
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      2
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    "unstable": false,
    "rationale": "Helping to give specialist treatments is physical work with the patient and must happen under proper clinical supervision.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning patient rooms and equipment areas is physical work.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Clear written instructions are easy to produce, but carers usually need someone to talk them through the plan and reassure them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      2
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    "rationale": "Visiting a patient at home means travelling to them, which cannot be done from a screen.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
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    "rationale": "Measuring height and weight means the patient standing on scales with someone taking the reading.",
    "promptVersion": "task_scoring_v1.0",
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Catheterisation is an invasive procedure performed by a trained clinician at the bedside.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "d": [
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    "confidence": "high",
    "unstable": false,
    "rationale": "Positioning a patient for surgery is physical work at the operating table.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Flagging a change in a patient's fluid balance is quick reporting that systems can already trigger from the figures.",
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    "unstable": false,
    "rationale": "Applying a support bandage is hands-on care given under a nurse's or doctor's direction.",
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    "d": [
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    "confidence": "high",
    "unstable": false,
    "rationale": "Decontaminating scopes is a physical process carried out to a written standard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Operating clinical equipment on a patient requires a trained person present under clinical supervision.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Setting up a procedure room is physical preparation on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Serving food trays is physical work done on the ward.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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    "d": [
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    "confidence": "high",
    "unstable": false,
    "rationale": "Assisting at an endoscopy means being in the room handling equipment with the doctor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "band": "very high",
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      4
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      3
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    "rationale": "Replenishing glasses, linen and bathroom items is physical work done around the ward.",
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  {
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      3
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      3
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    "rationale": "Sharing knowledge with colleagues happens in conversation and depends on working relationships rather than a document.",
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    "keyingScheme": "text+occupation",
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  {
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      2,
      2,
      2
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    "rationale": "Fitting or adjusting a prosthesis or brace is done by hand on the patient.",
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      2
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    "rationale": "Finishing a custom device is a hand skill at the bench.",
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    "rationale": "Taking a cast of a patient's limb or torso is hands-on work with the patient present.",
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    "rationale": "Drilling and tapping parts is manual workshop work.",
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    "rationale": "Repairing a support device means working on the physical item.",
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    "modelId": "claude-opus-5",
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    "rationale": "Measuring a patient’s body or limb requires being with the patient and handling the tape.",
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    "modelId": "claude-opus-5",
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    "rationale": "Covering and padding devices is manual workshop work.",
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      2
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    "rationale": "Polishing a limb or brace on a grinding wheel is physical workshop work.",
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    "rationale": "Servicing and repairing fabrication machinery is hands-on workshop work.",
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    "rationale": "Recording consent and keeping records is form work software handles, though a trained person must take the consent.",
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    "rationale": "Adapting material to a learner's age and level is well-documented planning work, though delivery still happens with the group.",
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    "rationale": "Lesson materials can be generated, but teaching people in a room depends on reading them and adjusting as you go.",
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    "rationale": "Logging which blends were used is straightforward record-keeping that software does quickly and accurately.",
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    "rationale": "Massage is entirely hands-on and cannot be done by software.",
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    "scoredUnderOccupationId": "uk-soc-3214",
    "occupationId": null
  },
  {
    "taskId": "uk-3214-T-17510",
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      41,
      55
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      3,
      0,
      2,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Warning signs are well documented and easy to flag, but deciding someone needs a doctor is a judgement a qualified person should make.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      3,
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      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Remedy selection follows published repertories that software can search, and nothing in law limits who may recommend them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3214",
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  {
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      34,
      48
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    "d": [
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      3,
      3
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    "rationale": "Software can structure a first consultation well, but the initial session is where the client decides whether to trust the practitioner.",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3214",
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  {
    "taskId": "uk-3214-T-06332",
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      1,
      2,
      2
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    "unstable": false,
    "rationale": "Plans can be drafted easily, but carrying the treatment out involves working directly with the client.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3214",
    "occupationId": null
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  {
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      34,
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    "d": [
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      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Setting out a course of treatment is well-documented planning work, though agreeing it happens in conversation with the patient.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3214",
    "occupationId": null
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  {
    "taskId": "uk-3214-T-21115",
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      54,
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    "d": [
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Diet, exercise and lifestyle advice is abundantly documented, easy to generate, and needs no licence in this role.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3214",
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  {
    "taskId": "uk-3214-T-00413",
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      54,
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    "d": [
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    "confidence": "high",
    "unstable": false,
    "rationale": "Nutrition and lifestyle advice is abundantly documented and easy to generate, and no licence is needed to give it in this role.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:47:28Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3214",
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  {
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    "unstable": false,
    "rationale": "One-to-one treatment sessions in this field are hands-on and need the practitioner and client in the same room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3214",
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  {
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    "score": 53,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Personalised wellbeing programmes draw on well-documented material and software drafts them well, with no licence limiting who may write one.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:47:28Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3214",
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  {
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    "d": [
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      1,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Health screening means taking readings from the client in person, even though the measurements themselves are standard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3214",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Case history taking follows a documented structure software handles well, and no licence limits who may take one here.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:47:28Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3214",
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  {
    "taskId": "uk-3214-T-17321",
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      3
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    "rationale": "Recording histories, symptoms and findings is structured note-taking that software captures accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:47:28Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3214",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Interaction checking is exactly what drug and nutrient databases do, though a qualified person should still stand behind the recommendation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3214",
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  {
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    "score": 46,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Explaining a condition clearly is something software does well, though people take it in better from someone they trust.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:47:28Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3214",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Taking a full medical and surgical history follows a documented structure software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:47:28Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3214",
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  {
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    "band": "partial",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Deciding when to refer on and to whom follows documented guidance that software applies well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:47:28Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3214",
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  {
    "taskId": "uk-3214-T-07954",
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    "d": [
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Good joint care depends on live working relationships with other professionals rather than on anything software can draft.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:47:28Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3214",
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  {
    "taskId": "uk-3214-T-17104",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Dealing with minor injuries and ailments involves treating the person physically, not just deciding what is wrong.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:47:28Z",
    "keyingScheme": "text+occupation",
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    "taskId": "uk-3214-T-02687",
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    "d": [
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Taking and handling hair, blood or stool samples needs hands on the client and the sample.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:45:00.000Z",
    "keyingScheme": "text-only",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software reasons well from records and results, and this role is unregulated, though naming a medical condition normally still involves a doctor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:47:28Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3214",
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  {
    "taskId": "uk-3214-T-14762",
    "score": 93,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "General office administration is the clearest example of work that software now does end to end.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4113",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reading someone's iris is done in person with a light and a lens, and the interpretation is not well documented.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:45:00.000Z",
    "keyingScheme": "text-only",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Looking at a client's tongue and nails happens face to face, and the interpretation rests on unwritten practitioner experience.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3214",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Supplement guidance is documented and easy to draft, but recommending anything for someone's recovery should carry a qualified person's accountability.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3214",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Learning and developing professionally is something only the person themselves can do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:42:09.184Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3222",
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  {
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    "unstable": false,
    "rationale": "Postgraduate study builds the practitioner's own knowledge, so software can prepare materials but cannot learn on their behalf.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:47:28Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3214",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Local NHS and clinic service information is published online, so keeping a current picture is mostly reading and summarising.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:45:00.000Z",
    "keyingScheme": "text-only",
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  {
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    "confidence": "medium",
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    "rationale": "Arguing a child's case with parents and professionals happens live, and it works because people trust the person making it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "unstable": false,
    "rationale": "Creating a safe space for a child to express themselves through play is built on the relationship with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
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    "rationale": "Planning can be drafted, but the intervention itself means being with a child, and the trust built there is the point.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Playing with a child to build rapport needs a person actually there with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:45:00.000Z",
    "keyingScheme": "text-only",
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    "unstable": false,
    "rationale": "Speaking up for a child in a healthcare setting depends on being a trusted person in the room with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Watching a child at play and stepping in if needed means being in the room with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "rationale": "Nutrition advice alongside vaccination is well documented material that can largely be prepared automatically.",
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    "rationale": "Examining a horse’s teeth means hands and eyes in the animal’s mouth.",
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      4
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    "rationale": "Writing newsletters, bulletins and mailings to publicise a programme is content production AI does very well.",
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    "rationale": "Scripts and edits can be generated, but filming still involves people and a camera.",
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    "keyingScheme": "text-only",
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    "rationale": "Keeping databases and mailing lists current is exactly what database software is built for.",
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    "scoredUnderOccupationId": "uk-soc-3219",
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    "rationale": "Behaviour change interventions are well documented and easy to draft, though they are delivered through conversations with individuals.",
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    "scoredAt": "2026-08-05T09:47:28Z",
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    "rationale": "Advice on smoking and diet is abundantly documented, but people trying to change habits rely on ongoing personal support.",
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    "keyingScheme": "text+occupation",
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    "rationale": "Budget templates and advice are easy to produce, though the conversation with the household matters most.",
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    "rationale": "Organising community activities depends on local people, venues and turning up.",
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    "rationale": "Logging activity levels and results is routine record-keeping that apps already do.",
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    "rationale": "Artificial intelligence can map options and draft plans, but setting up new services turns on relationships with real local groups.",
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    "rationale": "Awareness campaigns are writing and design work, and tools produce solid drafts from a clear brief.",
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    "rationale": "Getting people to speak up and act depends on trust built face to face over time.",
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    "rationale": "Finding and booking suitable venues is mostly searching, comparing and emailing, which tools handle well.",
    "promptVersion": "task_scoring_v1.0",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Fundraising is largely research and written bids, though relationships with funders still matter.",
    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text-only",
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    "rationale": "Supervising and supporting staff and volunteers rests on a working relationship with each person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Budget tracking runs on figures already held in finance systems, which software handles accurately with little need for a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
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      9,
      23
    ],
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      2,
      2,
      0,
      3,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Tutoring and mentoring work because a young person trusts the adult in front of them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2319",
    "occupationId": null
  },
  {
    "taskId": "uk-3221-T-19259",
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      0,
      5
    ],
    "d": [
      0,
      3,
      0,
      4,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Setting boundaries with young people happens live, in the moment, with a person they know.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:05:04.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3221",
    "occupationId": null
  },
  {
    "taskId": "uk-3221-T-06735",
    "score": 83,
    "band": "very high",
    "range": [
      79,
      87
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    "d": [
      3,
      0,
      0,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Policy drafting draws on abundant published examples AI can adapt to the organisation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1131",
    "occupationId": null
  },
  {
    "taskId": "uk-3221-T-09028",
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      28,
      42
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    "d": [
      2,
      0,
      0,
      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Service plans can be drafted quickly, but agreeing them with other providers depends on working relationships.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:29:44.436Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1259",
    "occupationId": null
  },
  {
    "taskId": "uk-3221-T-10063",
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    "band": "low",
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      19,
      33
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    "d": [
      2,
      1,
      0,
      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Ideas for new classes can be researched, but persuading providers to run them is people work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3221",
    "occupationId": null
  },
  {
    "taskId": "uk-3221-T-14333",
    "score": 18,
    "band": "minimal",
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      11,
      25
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    "d": [
      2,
      2,
      0,
      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Activity plans can be drafted, though running arts sessions means being there with participants.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3221",
    "occupationId": null
  },
  {
    "taskId": "uk-3221-T-16792",
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      5,
      13
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    "d": [
      1,
      2,
      0,
      3,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Helping a learner past what is blocking them depends on knowing that person and being alongside them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:05:04.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3221",
    "occupationId": null
  },
  {
    "taskId": "uk-3221-T-19277",
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    "band": "high",
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      57,
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    "d": [
      3,
      0,
      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Setting improvement goals is analysis and writing against records, which tools do well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:05:04.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3221",
    "occupationId": null
  },
  {
    "taskId": "uk-3221-T-11645",
    "score": 75,
    "band": "high",
    "range": [
      71,
      79
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    "d": [
      3,
      0,
      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping records accurate is routine screen work software does reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4159",
    "occupationId": null
  },
  {
    "taskId": "uk-3221-T-14361",
    "score": 30,
    "band": "low",
    "range": [
      23,
      37
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    "d": [
      2,
      1,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Running fundraising activities means organising people and places, though the planning documents are easily drafted.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:34:23.812Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3554",
    "occupationId": null
  },
  {
    "taskId": "uk-3221-T-16835",
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      13,
      27
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    "d": [
      2,
      2,
      0,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Training content can be produced automatically, but staff training is normally delivered in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:05:04.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3221",
    "occupationId": null
  },
  {
    "taskId": "uk-3221-T-19605",
    "score": 64,
    "band": "high",
    "range": [
      60,
      68
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    "d": [
      3,
      0,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Searching out grants and funding sources is research and matching work that tools do quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:05:04.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3221",
    "occupationId": null
  },
  {
    "taskId": "uk-3221-T-01814",
    "score": 8,
    "band": "minimal",
    "range": [
      4,
      12
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    "d": [
      1,
      1,
      2,
      3,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Safeguarding judgements rest on what a worker sees and hears about one family, and a qualified person must be accountable for the decision.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3221",
    "occupationId": null
  },
  {
    "taskId": "uk-3221-T-06930",
    "score": 18,
    "band": "minimal",
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      11,
      25
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    "d": [
      2,
      1,
      1,
      3,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The published evidence base can be turned into a plan by software, but delivering it depends on the worker's relationship with the family.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3221",
    "occupationId": null
  },
  {
    "taskId": "uk-3221-T-10915",
    "score": 9,
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      5,
      13
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    "d": [
      1,
      1,
      1,
      3,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "The interview only works because a person is sitting with the family, and the judgement drawn from it is personal and local.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3221",
    "occupationId": null
  },
  {
    "taskId": "uk-3221-T-00150",
    "score": 13,
    "band": "minimal",
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      6,
      20
    ],
    "d": [
      1,
      0,
      2,
      2,
      1
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Weighing abuse and discipline concerns for custody decisions rests on qualified judgement about one particular family, not on general written guidance.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3221",
    "occupationId": null
  },
  {
    "taskId": "uk-3221-T-01517",
    "score": 6,
    "band": "minimal",
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      2,
      10
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    "d": [
      1,
      2,
      3,
      3,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Child protection assessments must be made by an accountable practitioner who has seen the family.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:05:04.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3221",
    "occupationId": null
  },
  {
    "taskId": "uk-3221-T-02544",
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    "band": "low",
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      13,
      27
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      2,
      1,
      2,
      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can draft the assessment from case notes, but the concerns that matter are seen in the home and judged by a qualified worker.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3221",
    "occupationId": null
  },
  {
    "taskId": "uk-3221-T-06367",
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    "band": "minimal",
    "range": [
      0,
      5
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    "d": [
      0,
      2,
      2,
      4,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Building family engagement is the relationship itself, which nothing can produce on a screen.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:05:04.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3221",
    "occupationId": null
  },
  {
    "taskId": "uk-3221-T-10046",
    "score": 10,
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      3,
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    "d": [
      2,
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      2,
      3,
      2
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    "unstable": false,
    "rationale": "Frameworks are documented, but weighing a family's actual circumstances needs a responsible worker who knows them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:05:04.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3221",
    "occupationId": null
  },
  {
    "taskId": "uk-3221-T-12426",
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      2,
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      3,
      3,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Early intervention casework requires an accountable practitioner working directly with the family.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:05:04.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3221",
    "occupationId": null
  },
  {
    "taskId": "uk-3221-T-16349",
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    "band": "partial",
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      46,
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      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Messages are easy to write, but people take an organisation’s values from the colleagues around them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3571",
    "occupationId": null
  },
  {
    "taskId": "uk-3221-T-20126",
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    "d": [
      0,
      4,
      1,
      4,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Being with a parent through a hospital stay is presence itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:05:04.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3221",
    "occupationId": null
  },
  {
    "taskId": "uk-3221-T-01373",
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      2,
      2
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    "unstable": false,
    "rationale": "Referral routes are documented and the paperwork can be drafted, but getting someone into treatment depends on local knowledge and persuasion.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
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  {
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      3,
      2
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    "unstable": false,
    "rationale": "Helping a parent act on a child's development needs happens face to face, and any real concerns get passed to health professionals.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3221",
    "occupationId": null
  },
  {
    "taskId": "uk-3221-T-05059",
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      14,
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    "d": [
      2,
      1,
      1,
      3,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Counselling on money, health or abuse worries turns on a person being present and trusted, though written guidance shapes the approach.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3221",
    "occupationId": null
  },
  {
    "taskId": "uk-3221-T-08970",
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      19,
      33
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    "d": [
      2,
      1,
      0,
      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Tracking whether help actually worked can be largely systematised, though checking in with the family still needs a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3221",
    "occupationId": null
  },
  {
    "taskId": "uk-3221-T-11625",
    "score": 66,
    "band": "high",
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      62,
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    "d": [
      3,
      0,
      1,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Writing up case notes from recorded information is documentation work that tools draft well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:05:04.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3221",
    "occupationId": null
  },
  {
    "taskId": "uk-3221-T-16482",
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    "band": "minimal",
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      0,
      4
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    "d": [
      0,
      4,
      1,
      4,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "This is hands-on care for children in a residential setting, which cannot be done without a person actually being there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3221",
    "occupationId": null
  },
  {
    "taskId": "uk-3221-T-20127",
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      4
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    "d": [
      0,
      4,
      1,
      4,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Supporting a parent through imprisonment means visiting and being present with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:05:04.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3221",
    "occupationId": null
  },
  {
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      3,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "General guidance for foster and adoptive parents is well documented, but it lands only when a trusted worker tailors it to their household.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3221",
    "occupationId": null
  },
  {
    "taskId": "uk-3221-T-01545",
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    "band": "minimal",
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      5
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    "d": [
      0,
      3,
      3,
      3,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Assessing and treating dependency and withdrawal is clinical work requiring a qualified person present.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:05:04.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3221",
    "occupationId": null
  },
  {
    "taskId": "uk-3221-T-02062",
    "score": 5,
    "band": "minimal",
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    "d": [
      1,
      2,
      3,
      2,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Court papers can be drafted with help, but the evidence itself must be given in person by the worker who knows the case.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3221",
    "occupationId": null
  },
  {
    "taskId": "uk-3221-T-04592",
    "score": 31,
    "band": "low",
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      24,
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    "d": [
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      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Planning notes and actions can be drafted by software, but agreeing the plan happens in live discussion between the people involved.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3221",
    "occupationId": null
  },
  {
    "taskId": "uk-3221-T-07016",
    "score": 20,
    "band": "low",
    "range": [
      13,
      27
    ],
    "d": [
      2,
      1,
      2,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Identifying a young person's problem and lining up help is partly a documented process, but the judgement needs a qualified person who knows them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3221",
    "occupationId": null
  },
  {
    "taskId": "uk-3221-T-10955",
    "score": 8,
    "band": "minimal",
    "range": [
      4,
      12
    ],
    "d": [
      1,
      1,
      2,
      3,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Talking to a child about whether they are safe needs a trusted adult in the room and a qualified judgement afterwards.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3221",
    "occupationId": null
  },
  {
    "taskId": "uk-3221-T-12005",
    "score": 75,
    "band": "high",
    "range": [
      71,
      79
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Case records follow a set format and are already kept digitally, so software can write and organise most of them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3221",
    "occupationId": null
  },
  {
    "taskId": "uk-3221-T-16543",
    "score": 1,
    "band": "minimal",
    "range": [
      0,
      5
    ],
    "d": [
      0,
      3,
      0,
      4,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Comfort at a difficult time works because another human being is present and means it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6135",
    "occupationId": null
  },
  {
    "taskId": "uk-3221-T-20148",
    "score": 13,
    "band": "minimal",
    "range": [
      9,
      17
    ],
    "d": [
      1,
      1,
      0,
      3,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Parenting support is coached in person over time, and progress rests on the parent trusting the worker rather than on written advice.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3221",
    "occupationId": null
  },
  {
    "taskId": "uk-3221-T-00365",
    "score": 48,
    "band": "partial",
    "range": [
      41,
      55
    ],
    "d": [
      3,
      0,
      2,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Benefits administration follows documented rules, though decisions still need an accountable officer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:05:04.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3221",
    "occupationId": null
  },
  {
    "taskId": "uk-3221-T-01660",
    "score": 5,
    "band": "minimal",
    "range": [
      0,
      12
    ],
    "d": [
      1,
      2,
      3,
      2,
      1
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Approving a fostering or adoption household means visiting the home, and the law requires a registered social worker to carry out that assessment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3221",
    "occupationId": null
  },
  {
    "taskId": "uk-3221-T-02528",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      1,
      4,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Caring for a disabled child, or a child whose parents are ill, is physical hands-on work that has to happen in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3221",
    "occupationId": null
  },
  {
    "taskId": "uk-3221-T-04949",
    "score": 15,
    "band": "minimal",
    "range": [
      8,
      22
    ],
    "d": [
      2,
      1,
      2,
      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Referrals can be prepared from records, but agreeing a transition with the person needs their trust.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:05:04.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3221",
    "occupationId": null
  },
  {
    "taskId": "uk-3221-T-07732",
    "score": 26,
    "band": "low",
    "range": [
      19,
      33
    ],
    "d": [
      1,
      1,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "AI can find and summarise material, but the learning itself is something the teacher has to do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2313",
    "occupationId": null
  },
  {
    "taskId": "uk-3221-T-11292",
    "score": 8,
    "band": "minimal",
    "range": [
      4,
      12
    ],
    "d": [
      1,
      2,
      1,
      3,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Running a recovery group depends on a person in the room holding the session together, even though session plans can be written up.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3221",
    "occupationId": null
  },
  {
    "taskId": "uk-3221-T-12782",
    "score": 10,
    "band": "minimal",
    "range": [
      0,
      22
    ],
    "d": [
      1,
      1,
      2,
      3,
      2
    ],
    "confidence": "low",
    "unstable": false,
    "rationale": "Casework around separation, divorce and care orders turns on a trusted worker who knows the family.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:05:04.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3221",
    "occupationId": null
  },
  {
    "taskId": "uk-3221-T-16607",
    "score": 64,
    "band": "high",
    "range": [
      60,
      68
    ],
    "d": [
      3,
      0,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Signposting people to health and community services draws on published directories, which software can search and explain quickly and reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3221",
    "occupationId": null
  },
  {
    "taskId": "uk-3221-T-21164",
    "score": 5,
    "band": "minimal",
    "range": [
      1,
      9
    ],
    "d": [
      1,
      2,
      2,
      4,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Coaching and mentoring works because a specific person keeps showing up for the client.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:05:04.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3221",
    "occupationId": null
  },
  {
    "taskId": "uk-3221-T-00898",
    "score": 37,
    "band": "low",
    "range": [
      30,
      44
    ],
    "d": [
      2,
      0,
      1,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Risk information can be sifted by software, but the judgement call still rests with a trained handler.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:05:04.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3221",
    "occupationId": null
  },
  {
    "taskId": "uk-3221-T-01913",
    "score": 11,
    "band": "minimal",
    "range": [
      4,
      18
    ],
    "d": [
      1,
      2,
      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Supporting local projects means turning up and getting involved with the people running them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:36.798Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3229",
    "occupationId": null
  },
  {
    "taskId": "uk-3221-T-05020",
    "score": 35,
    "band": "low",
    "range": [
      28,
      42
    ],
    "d": [
      2,
      0,
      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Much of the paperwork and chasing can be drafted by software, but knowing the local services and holding those relationships stays with the worker.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3221",
    "occupationId": null
  },
  {
    "taskId": "uk-3221-T-07737",
    "score": 33,
    "band": "low",
    "range": [
      26,
      40
    ],
    "d": [
      1,
      0,
      0,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Learning from your own practice is personal; software can suggest reading but cannot do the reflecting.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T14:35:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3560",
    "occupationId": null
  },
  {
    "taskId": "uk-3221-T-11409",
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      28,
      42
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    "d": [
      2,
      0,
      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Most of this is correspondence and meetings that software can prepare, but the working relationships with councils and health teams are the worker's.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3221",
    "occupationId": null
  },
  {
    "taskId": "uk-3221-T-13756",
    "score": 7,
    "band": "minimal",
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      0,
      14
    ],
    "d": [
      1,
      2,
      2,
      2,
      1
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Spotting a young person's difficulty comes from watching them in person, and the testing needs a suitably trained person present.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3221",
    "occupationId": null
  },
  {
    "taskId": "uk-3221-T-16636",
    "score": 18,
    "band": "minimal",
    "range": [
      11,
      25
    ],
    "d": [
      2,
      1,
      1,
      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Guidance can be drafted, but families act on advice from someone they have come to trust.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:05:04.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3221",
    "occupationId": null
  },
  {
    "taskId": "uk-3221-T-21823",
    "score": 56,
    "band": "partial",
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      49,
      63
    ],
    "d": [
      3,
      0,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Reports for courts and social services follow a set structure and can be drafted from case notes, but a named worker must stand behind them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3221",
    "occupationId": null
  },
  {
    "taskId": "uk-3221-T-00634",
    "score": 28,
    "band": "low",
    "range": [
      24,
      32
    ],
    "d": [
      2,
      0,
      0,
      3,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Helping a struggling pupil turns on a trusted relationship built up face to face over time.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2313",
    "occupationId": null
  },
  {
    "taskId": "uk-3221-T-03328",
    "score": 17,
    "band": "minimal",
    "range": [
      10,
      24
    ],
    "d": [
      1,
      1,
      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Joint working with partner agencies runs on established professional relationships rather than documents.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:05:04.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3221",
    "occupationId": null
  },
  {
    "taskId": "uk-3221-T-06105",
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      6,
      14
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      1,
      1,
      0,
      3,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Working out why a young person is missing school depends on candid conversations with them, their family and their teachers.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3221",
    "occupationId": null
  },
  {
    "taskId": "uk-3221-T-11011",
    "score": 56,
    "band": "partial",
    "range": [
      49,
      63
    ],
    "d": [
      3,
      0,
      1,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking income, debts and eligibility follows clear rules against documents, which software handles quickly with a person confirming the outcome.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3221",
    "occupationId": null
  },
  {
    "taskId": "uk-3221-T-14695",
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    "band": "minimal",
    "range": [
      0,
      7
    ],
    "d": [
      0,
      1,
      1,
      3,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Professional supervision is a reflective conversation between two practitioners.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:05:04.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3221",
    "occupationId": null
  },
  {
    "taskId": "uk-3221-T-16785",
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    "band": "minimal",
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      5,
      19
    ],
    "d": [
      1,
      1,
      1,
      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Helping someone through marriage or money trouble depends on a trusting conversation with a real person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:05:04.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3221",
    "occupationId": null
  },
  {
    "taskId": "uk-3221-T-01379",
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    "band": "partial",
    "range": [
      43,
      57
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    "d": [
      3,
      0,
      1,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Booking the right tests is mostly referral paperwork and scheduling, which software does well once the worker has spotted the concern.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3221",
    "occupationId": null
  },
  {
    "taskId": "uk-3221-T-03516",
    "score": 64,
    "band": "high",
    "range": [
      60,
      68
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    "d": [
      3,
      0,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Requesting and pulling together records is routine paperwork that software already handles well, with the worker chasing anything missing.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3221",
    "occupationId": null
  },
  {
    "taskId": "uk-3221-T-14987",
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    "band": "minimal",
    "range": [
      0,
      11
    ],
    "d": [
      1,
      2,
      3,
      3,
      1
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Placing a child is a legal decision that must be made by registered social workers, and the move itself happens in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3221",
    "occupationId": null
  },
  {
    "taskId": "uk-3221-T-17508",
    "score": 57,
    "band": "partial",
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      50,
      64
    ],
    "d": [
      3,
      0,
      0,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Matching someone to the right service is largely a lookup task, though knowing which local services actually help still counts.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3221",
    "occupationId": null
  },
  {
    "taskId": "uk-3221-T-15114",
    "score": 20,
    "band": "low",
    "range": [
      13,
      27
    ],
    "d": [
      2,
      2,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Planning a programme is desk work, but running the workshop happens with people in a room.",
    "promptVersion": "task_scoring_v1.0",
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    "modelId": "claude-opus-5",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3
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    "rationale": "Organising local projects depends on getting people and partners on board, not just on planning documents.",
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    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text+occupation",
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      3,
      2
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    "rationale": "The method is documented, but reading a complex family situation and agreeing a plan with consent needs a qualified person present.",
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    "keyingScheme": "text+occupation",
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      2
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    "rationale": "Investigating allegations about children is legally the job of designated, trained staff working with real people.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Placing a child is a legal decision reserved to registered social workers, and the move itself has to happen in person.",
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    "keyingScheme": "text+occupation",
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    "keyingScheme": "text+occupation",
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    "keyingScheme": "text+occupation",
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    "keyingScheme": "text+occupation",
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    "keyingScheme": "text+occupation",
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    "rationale": "Client records follow a set format and are already kept digitally, so software can write and organise most of them.",
    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text+occupation",
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    "unstable": false,
    "rationale": "Caring for children in a residential or day setting is hands-on work that only happens with a person in the room.",
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  },
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      8,
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      3,
      2
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    "keyingScheme": "text+occupation",
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  },
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      37,
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      2
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    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text+occupation",
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  },
  {
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      1
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    "keyingScheme": "text+occupation",
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  },
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      3
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    "keyingScheme": "text+occupation",
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  },
  {
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    "confidence": "high",
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    "rationale": "Working out why a child is missing school depends on candid conversations with the child, the parents and school staff.",
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    "keyingScheme": "text+occupation",
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  },
  {
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    "promptVersion": "task_scoring_v1.0",
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    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text+occupation",
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  },
  {
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      3
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3222",
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  },
  {
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      3,
      2
    ],
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    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3222",
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  },
  {
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3222",
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  },
  {
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      49,
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      3
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:42:09.184Z",
    "keyingScheme": "text-only",
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  },
  {
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      2
    ],
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3222",
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  },
  {
    "taskId": "uk-3222-T-07732",
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      3
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    "unstable": false,
    "rationale": "AI can find and summarise material, but the learning itself is something the teacher has to do.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2313",
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  },
  {
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    "rationale": "Reflective supervision is a two-way conversation about the officer's own practice, which only works between people who know each other.",
    "promptVersion": "task_scoring_v1.0",
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    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
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  },
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    "rationale": "Matching a family to the right service is largely a lookup task, though knowing which local services actually deliver still matters.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3222",
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  },
  {
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3222",
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  },
  {
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      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Supporting local projects means turning up and getting involved with the people running them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:36.798Z",
    "keyingScheme": "text-only",
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      2
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3222",
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  },
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3560",
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    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2313",
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  },
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      2
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    "unstable": false,
    "rationale": "Encouraging a young child to try new learning is done face to face, and it works because a familiar adult is doing the encouraging.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3222",
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  },
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      3
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    "rationale": "Setting expectations in mentoring depends on two people building a working relationship.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3574",
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  },
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    "rationale": "Building a child confidence works through a relationship with an adult who is present.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:42:09.184Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3222",
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      2
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    "rationale": "One-to-one support means sitting with the child and responding to them in the moment.",
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    "keyingScheme": "text-only",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3222",
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  },
  {
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      2,
      2
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    "rationale": "Deciding how to meet a child needs is a shared professional judgement carrying real responsibility.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3222",
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  },
  {
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      3
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    "keyingScheme": "text-only",
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  {
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    "rationale": "Getting a child to keep going at something hard depends on a familiar adult being there in the moment.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  },
  {
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      4,
      2
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    "rationale": "Motivating a child to aim higher depends entirely on the relationship with the adult.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      1,
      2
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    "rationale": "Tracking progress against an agreed plan is largely record-keeping that software handles, though the observations feeding it come from staff.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3222",
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  {
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      2
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    "rationale": "Pastoral planning meetings work through discussion between people who know the individual children.",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3222",
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    "rationale": "Helping a learner past what is blocking them depends on knowing that person and being alongside them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:05:04.766Z",
    "keyingScheme": "text-only",
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  {
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  {
    "taskId": "uk-3222-T-07697",
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  },
  {
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  {
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  {
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  {
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    "rationale": "Funding bids follow set formats and reuse existing evidence, so drafting them is well within reach.",
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    "rationale": "Bringing your expertise to a team meeting depends on being there and being trusted by the people round the table.",
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    "rationale": "Planning an event can be written up, but running it on the day means being there.",
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    "scoredUnderOccupationId": "uk-soc-6113",
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    "rationale": "Coping strategies are well documented, but people take them up through a relationship with their counsellor.",
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    "rationale": "Helping a family cope with a relative's difficulties works through conversation and trust with them, which general information cannot replace.",
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    "rationale": "Referrals and paperwork are easy to organise, but bereaved people need a person alongside them.",
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    "rationale": "Written advice letters follow set formats, though regulated advice must carry an authorised adviser's name.",
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    "rationale": "Housing options and steps can be set out clearly, but local availability drives what actually works.",
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    "rationale": "Benefit checks and tariff comparisons are calculation against published rules, which software does well.",
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    "rationale": "Benefit entitlement follows published rules, and calculators already do this reliably.",
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    "rationale": "Speaking for someone in court is reserved by law to authorised lawyers and depends on being present at the hearing.",
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    "rationale": "Checking that someone holds valid authority to act is a documented verification step.",
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    "rationale": "Frameworks are well documented, but people follow through because someone is holding them to it.",
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    "rationale": "The code is published, but adhering to it is about a practitioner's own conduct and accountability.",
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    "rationale": "Writing website copy, profiles and adverts to attract private clients is everyday marketing work that drafting tools do well.",
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    "rationale": "Mindfulness and stress techniques are widely published, so explaining them draws on abundant material.",
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    "rationale": "Invoicing, bookings and record-keeping are exactly the tasks accounting software already handles.",
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    "rationale": "Helping family members actually change how they handle conflict works through a trusted relationship with a licensed therapist.",
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    "rationale": "Recording each stage of a case from first meeting to discharge is structured paperwork that case systems largely produce.",
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    "rationale": "Reports for family courts must be produced by a qualified officer the court accepts.",
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    "rationale": "Taking part in training events is about being present and building your own skills.",
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    "rationale": "Pointing people to the right service is directory information, which AI handles well.",
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      3
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      4
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      3
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    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Anyone may speak for a client at a tribunal, but arguing the case live in front of a panel is human work.",
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      3
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    "rationale": "Deciding and directing what nursing staff do for patients has to be owned by a registered clinician working with the team.",
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    "rationale": "Telling a family how someone is, especially after a death, is entirely about being a person with them at that moment.",
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    "rationale": "Software can lay out the legal options, but the client's decision turns on trust built in a face-to-face conversation.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Housing application rules are published, but guiding someone through the process takes trust and often means meeting them.",
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    "scoredAt": "2026-08-05T10:40:00Z",
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    "rationale": "Ongoing support for a frightened victim depends on a real person they have come to trust.",
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    "rationale": "Safety planning follows known methods, yet the details that matter are private to one person and agreed with them directly.",
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      3
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    "rationale": "Maintaining client records is routine system work software supports well, with accuracy checked as cases are reviewed.",
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      4
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    "rationale": "A joined-up response between police and social services is built through working relationships between named people, not by software.",
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    "rationale": "Helping someone speak up in a meeting about their own care needs a person beside them, not a program.",
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    "rationale": "Keeping an up-to-date picture of what local services offer is exactly the sort of information gathering AI is good at.",
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    "scoredAt": "2026-08-04T21:15:00.000Z",
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    "rationale": "Working alongside other professionals runs on personal relationships and give-and-take that software cannot stand in for.",
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    "rationale": "Passing messages between patients and clinicians can be partly automated, but judging urgency and tone still needs a person.",
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      3
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      3
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  },
  {
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    "unstable": false,
    "rationale": "Explaining what a clinician has already prescribed is not a medical act for this welfare role, though a worried family wants a person.",
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      1,
      3
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      2
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    "rationale": "Sharing what you have learned with colleagues is a conversation between people, not something a machine can do for you.",
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  {
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      4,
      2,
      4,
      2
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    "rationale": "Conducting a ceremony means standing in the room with the families, which no software can do.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-3229",
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  },
  {
    "taskId": "uk-3229-T-11335",
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      4,
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      2
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    "rationale": "Leading a ceremony on the day is being physically present in front of people.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      4,
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "A civil marriage is only valid when an authorised person conducts it in person.",
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      3
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    "rationale": "Producing a written keepsake copy of the ceremony is straightforward document formatting.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3
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    "rationale": "AI drafts tributes well, but drawing out the memories that make one personal comes from a careful conversation.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "rationale": "Sitting down with a couple to understand what they want is a personal meeting, not a task software can take on.",
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    "modelId": "claude-opus-5",
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      1,
      3
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    "rationale": "Suggesting venues, music and running order from stated preferences is well suited to AI recommendation tools.",
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    "keyingScheme": "text-only",
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "The legal steps for registering a marriage are published in full, so accurate guidance is easy to generate.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3229",
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    "rationale": "AI can suggest and polish readings, though choosing what fits a family comes from talking with them.",
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    "modelId": "claude-opus-5",
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    "rationale": "Keeping records accurate is routine screen work software does reliably.",
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    "rationale": "A rehearsal only works if people are in the room walking through it together.",
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    "rationale": "Registration interviews are done in person by an authorised registrar who must verify identity and sign the record.",
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    "rationale": "Chasing references and running background checks is routine administration, though identity documents often still have to be seen.",
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    "rationale": "Promotional design for a fundraising event is standard creative work with abundant references and no approval gate.",
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    "keyingScheme": "text+occupation",
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    "rationale": "Building working links with charities depends on people who know and trust each other.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "AI can write the appeal, but donors give because of relationships and events run by people.",
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    "rationale": "Campaign material is easy to generate, though shifting public opinion still needs people out making the case.",
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    "confidence": "high",
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    "rationale": "Keeping volunteers going takes noticing how they are doing and encouraging them in person.",
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    "rationale": "Planning can be drafted by machine, but running an event and meeting people on the day cannot.",
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    "modelId": "claude-opus-5",
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    "unstable": false,
    "rationale": "Induction packs can be AI-written, but delivering training to new volunteers happens face to face.",
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    "modelId": "claude-opus-5",
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    "rationale": "Recruiting and looking after volunteers depends on personal relationships and being there on the day.",
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    "scoredAt": "2026-08-04T17:34:23.812Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3554",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "AI produces a solid first draft, though a bid that wins needs tailoring to the funder by someone who knows them.",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3229",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Partnerships form between people who build trust over time, which software cannot do on your behalf.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "taskId": "uk-3229-T-00298",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Programme budget administration is routine finance work on system data, produced reliably by software and reviewed by managers.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3229",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Producing marketing copy and campaign material is one of the things AI does most reliably.",
    "promptVersion": "task_scoring_v1.0",
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    "scoredAt": "2026-08-04T18:12:36.798Z",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Joint working with councils and contractors depends on named people negotiating and following through together.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Fundraising letters are ordinary persuasive copy with abundant examples available, and nobody needs a licence or a meeting to write them.",
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    "keyingScheme": "text+occupation",
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    "rationale": "Keeping yourself and others safe at work is about what you do physically on the day.",
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    "rationale": "Budget tracking and resource planning are spreadsheet tasks that software already handles very capably.",
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    "rationale": "Setting out study aims and methods in a proposal is structured writing that AI does well.",
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    "rationale": "Strategy documents can be drafted by machine, though the choices behind them rest on local knowledge and judgement.",
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    "rationale": "Gathering and prioritising organisational needs from surveys and data is analysis software handles well.",
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    "rationale": "Course content can be AI-written, but running the training with people in the room cannot.",
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      3
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    "modelId": "claude-opus-5",
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      3
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    "rationale": "Correspondence can be drafted, but getting a landlord to act often depends on an existing working relationship.",
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    "rationale": "Contacting banks and lenders on a client's behalf is largely letters and calls that AI can prepare.",
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    "rationale": "Entering and maintaining accurate records on a case system is exactly what software is designed for.",
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    "rationale": "Securing a tenancy usually comes down to a person negotiating with a landlord who knows them.",
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    "rationale": "Benefit entitlements follow published rules and arithmetic, which calculators and AI already do accurately.",
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    "rationale": "Tenancy terms are written down and software explains them clearly, though tenants often want a person to walk them through.",
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    "rationale": "Working with councils and public bodies runs on relationships and local knowledge, though the compliance rules themselves are published.",
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    "rationale": "Case study write-ups are well supported by these tools, though gathering the detail often means visiting people.",
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    "rationale": "Coordination can be scheduled by software, but agreement between departments comes from people talking.",
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    "rationale": "Turning legislation into practical working rules is reading and drafting work AI does well.",
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    "rationale": "Counting cases and producing service statistics is exactly what spreadsheets and databases do.",
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    "rationale": "Booking an interpreter is a routine arrangement, and machine translation now covers many straightforward exchanges.",
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    "rationale": "Arrears processes are largely automated, but people in difficulty need a person who can listen and agree a way forward.",
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    "keyingScheme": "text+occupation",
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      3
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      3
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      2
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      1,
      1,
      3
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  {
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      2
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    "rationale": "For this welfare role the plan is a support plan, not a clinical one, but changing it rests on knowing the person.",
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  {
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      2
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    "rationale": "Treatment planning is agreed between qualified professionals who carry responsibility for the outcome.",
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      0,
      0,
      3
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    "rationale": "Service improvement plans can be drafted by AI, but what will actually work depends on local knowledge.",
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      1,
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    "rationale": "Booking appointments is scheduling work that online systems already do from start to finish.",
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    "scoredUnderOccupationId": "uk-soc-6131",
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      0,
      3
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    "rationale": "Prevention programme plans can be drafted by machine, though what fits a community needs local judgement.",
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      2
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    "confidence": "medium",
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    "rationale": "Supporting local projects means turning up and getting involved with the people running them.",
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      1
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    "rationale": "Directing care staff around clients depends on being present with both the team and the people they support.",
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    "rationale": "Attending training is something the worker has to do themselves; nobody can learn on their behalf.",
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      4
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Curfew checks and visits to home or work mean physically turning up.",
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    "modelId": "claude-opus-5",
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    "rationale": "Getting someone to face how drink or anger led to their offending needs a trusted person asking.",
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    "rationale": "Taking a drug test sample requires being physically present with the person.",
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    "rationale": "Working links with agencies and probation staff are held by people who know each other.",
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      2
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    "rationale": "Arranging attendance can be organised digitally, but getting someone to court often means going with them.",
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    "confidence": "high",
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    "rationale": "Supervision interviews are a statutory duty carried out face to face by the responsible officer.",
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    "rationale": "Finding and referring into treatment services is matching work AI does well, though the client needs encouragement.",
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    "rationale": "Matching people to training and job opportunities is search and matching work AI does well.",
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    "rationale": "Programme design follows published evidence, though what a service can actually run is a professional judgement.",
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      1
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    "confidence": "high",
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    "rationale": "Background information comes out when offenders and families talk to someone they have got to know.",
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      3,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Pre-sentence and parole interviews are conducted in person by the responsible officer.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Lining up housing and work for release is coordination and matching work software handles well.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3229",
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  {
    "taskId": "uk-3229-T-06697",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Assembling an information pack about available services is straightforward compiling and writing work.",
    "promptVersion": "task_scoring_v1.0",
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    "confidence": "high",
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    "rationale": "Cleaning and sterilising instruments is physical work with the instruments in hand, which software cannot take over.",
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    "band": "low",
    "range": [
      15,
      29
    ],
    "d": [
      2,
      2,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Records and confidentiality can be handled by systems, but keeping the practice environment safe needs someone there, under professional standards.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:57:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3240",
    "occupationId": null
  },
  {
    "taskId": "uk-3240-T-13108",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      3,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Watching an animal under anaesthetic means being at the table ready to act, and only registered staff may do it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:57:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3240",
    "occupationId": null
  },
  {
    "taskId": "uk-3240-T-15496",
    "score": 0,
    "band": "minimal",
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      0,
      4
    ],
    "d": [
      0,
      4,
      3,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Getting an animal ready for theatre is hands-on clinical work in the practice.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3240",
    "occupationId": null
  },
  {
    "taskId": "uk-3240-T-20850",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      3,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Treating animals is hands-on care, and the law reserves it to vets and registered veterinary nurses working under their direction.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:57:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3240",
    "occupationId": null
  },
  {
    "taskId": "uk-3240-T-00316",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      3,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Setting up and giving intravenous feeding is hands-on clinical work restricted to vets and registered veterinary nurses.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:57:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3240",
    "occupationId": null
  },
  {
    "taskId": "uk-3240-T-02529",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      2,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Looking after animals staying in the practice means feeding, monitoring and handling them in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3240",
    "occupationId": null
  },
  {
    "taskId": "uk-3240-T-02597",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      3,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Taking x-rays and similar tests means handling the animal and the equipment, and only registered staff may do it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:57:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3240",
    "occupationId": null
  },
  {
    "taskId": "uk-3240-T-03103",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning kennels is physical work in the practice; there is no part of it software can do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:57:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3240",
    "occupationId": null
  },
  {
    "taskId": "uk-3240-T-03138",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning an operating theatre is physical work that has to happen in the room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3240",
    "occupationId": null
  },
  {
    "taskId": "uk-3240-T-07320",
    "score": 3,
    "band": "minimal",
    "range": [
      0,
      7
    ],
    "d": [
      0,
      3,
      3,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Dispensing is physical picking and packing, and the law restricts supplying prescription-only veterinary medicines to vets, pharmacists and staff under their direction.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:57:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3240",
    "occupationId": null
  },
  {
    "taskId": "uk-3240-T-09430",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Holding or restraining an animal is purely physical work that needs a person with their hands on the animal.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:57:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3240",
    "occupationId": null
  },
  {
    "taskId": "uk-3240-T-12894",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      2,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Taking a temperature, pulse or breathing rate means hands on the animal, so it cannot be done from a screen.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:57:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3240",
    "occupationId": null
  },
  {
    "taskId": "uk-3240-T-13200",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      3,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Adjusting an anaesthetic dose means being at the animal's side, and this is legally restricted to vets and registered nurses.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:57:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3240",
    "occupationId": null
  },
  {
    "taskId": "uk-3240-T-14947",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      3,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Positioning an animal for x-ray is entirely hands-on, and only a vet or registered veterinary nurse may carry it out.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:57:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3240",
    "occupationId": null
  },
  {
    "taskId": "uk-3240-T-16865",
    "score": 0,
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    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      1,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Passing instruments to the vet during a procedure is hands-on work at the table.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3240",
    "occupationId": null
  },
  {
    "taskId": "uk-3240-T-18819",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Sterilising equipment is physical work with the instruments in front of you.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3240",
    "occupationId": null
  },
  {
    "taskId": "uk-3240-T-20374",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      3,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Positioning an animal and taking the x-ray is hands-on work by a trained person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3240",
    "occupationId": null
  },
  {
    "taskId": "uk-3240-T-00609",
    "score": 23,
    "band": "low",
    "range": [
      16,
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    ],
    "d": [
      3,
      1,
      2,
      3,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Owners act on advice from someone they trust, and because only a vet may diagnose, a nurse must stay within their registration.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:57:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3240",
    "occupationId": null
  },
  {
    "taskId": "uk-3240-T-02565",
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    "band": "minimal",
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    "d": [
      0,
      4,
      3,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Taking blood and cross-matching it for transfusion is hands-on work restricted to vets and registered veterinary nurses.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:57:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3240",
    "occupationId": null
  },
  {
    "taskId": "uk-3240-T-02775",
    "score": 8,
    "band": "minimal",
    "range": [
      1,
      15
    ],
    "d": [
      1,
      3,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Running a urine test is bench work with a physical sample, and only a vet may turn the result into a diagnosis.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:57:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3240",
    "occupationId": null
  },
  {
    "taskId": "uk-3240-T-03141",
    "score": 0,
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      4
    ],
    "d": [
      0,
      4,
      3,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning an animal's teeth is hands-on treatment that only a vet or registered veterinary nurse is allowed to perform.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:57:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3240",
    "occupationId": null
  },
  {
    "taskId": "uk-3240-T-03655",
    "score": 28,
    "band": "low",
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      24,
      32
    ],
    "d": [
      2,
      0,
      1,
      3,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Owners open up about their animal to a person they trust in the room, and what they say guides the vet.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:57:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3240",
    "occupationId": null
  },
  {
    "taskId": "uk-3240-T-07612",
    "score": 38,
    "band": "low",
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      31,
      45
    ],
    "d": [
      3,
      1,
      1,
      2,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Vaccination and worming advice is well documented and easy to write, though owners like hearing it from a nurse.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3240",
    "occupationId": null
  },
  {
    "taskId": "uk-3240-T-11216",
    "score": 9,
    "band": "minimal",
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      5,
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    ],
    "d": [
      1,
      3,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Labelling a sample means writing on and sticking a label to a physical tube, though the details come from the record system.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:57:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3240",
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  },
  {
    "taskId": "uk-3240-T-13757",
    "score": 6,
    "band": "minimal",
    "range": [
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      13
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    "d": [
      1,
      3,
      2,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Assessing an animal's health means being with it and handling it, and only a vet may turn observations into a diagnosis.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:57:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3240",
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  },
  {
    "taskId": "uk-3240-T-14854",
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    "d": [
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Suturing a wound or doing a dental clean is hands-on work by a registered nurse.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3240",
    "occupationId": null
  },
  {
    "taskId": "uk-3240-T-15910",
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      4
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    "d": [
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      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Setting up a treatment room means physically preparing the space and equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3240",
    "occupationId": null
  },
  {
    "taskId": "uk-3240-T-18360",
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    "d": [
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      3,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Emergency first aid means being physically present with the animal, and the treatment given is legally restricted to registered staff.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:57:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3240",
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  },
  {
    "taskId": "uk-3240-T-20300",
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    "band": "minimal",
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      4
    ],
    "d": [
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      1,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Moving an animal into a treatment room is purely physical handling that needs a person there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:57:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3240",
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  },
  {
    "taskId": "uk-3240-T-03513",
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    "d": [
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Collecting a specimen from an animal is physical work with the animal present, so software cannot stand in.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:57:05Z",
    "keyingScheme": "text+occupation",
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  },
  {
    "taskId": "uk-3240-T-04371",
    "score": 15,
    "band": "minimal",
    "range": [
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    "d": [
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      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Reading test results is well within software, but running the sample through the analyser is hands-on lab work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3240",
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  },
  {
    "taskId": "uk-3240-T-09285",
    "score": 38,
    "band": "low",
    "range": [
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    "d": [
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      1,
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      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "General care guidance is well documented, though owners usually want it explained by someone they trust.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3240",
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  },
  {
    "taskId": "uk-3240-T-11936",
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    "d": [
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      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping instruments in working order means physically checking, cleaning and servicing them, which cannot be done from a screen.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:57:05Z",
    "keyingScheme": "text+occupation",
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  {
    "taskId": "uk-3240-T-14789",
    "score": 0,
    "band": "minimal",
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    "d": [
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      2
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  },
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    "taskId": "uk-3240-T-15825",
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      4,
      1,
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      3
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    "confidence": "high",
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    "rationale": "Preparing samples for the microscope or culture plate is careful handwork in the lab.",
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    "modelId": "claude-opus-5",
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  },
  {
    "taskId": "uk-3240-T-20210",
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      5,
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      2,
      2,
      3,
      3
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    "confidence": "medium",
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    "rationale": "Supporting a student on placement depends on watching them work and building confidence face to face.",
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  {
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      4,
      0,
      0,
      1,
      4
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    "confidence": "high",
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    "rationale": "Booking appointments is standard scheduling work that practice software already does.",
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  {
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      4
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      4,
      3,
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Flushing an animal's ears is hands-on treatment restricted to vets and registered veterinary nurses.",
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  },
  {
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      1,
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      3
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    "confidence": "medium",
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    "rationale": "Practice records and stock systems are structured data software handles well, though veterinary records must meet professional standards.",
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    "modelId": "claude-opus-5",
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  },
  {
    "taskId": "uk-3240-T-11613",
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      1,
      2,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "A controlled drugs register is structured record keeping, but it is a legal record kept under the veterinary surgeon's authority.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  },
  {
    "taskId": "uk-3240-T-13332",
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      3,
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      1,
      0,
      3
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    "confidence": "medium",
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    "rationale": "Stock levels sit in the practice system, so tracking them is routine software work, though medicines records carry legal requirements.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
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      3,
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Tube feeding an animal is a hands-on clinical procedure done by a trained person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "uk-3240-T-16571",
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      0,
      2
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    "confidence": "high",
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    "rationale": "Feeding, grooming and exercising animals is physical care given in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3240",
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  },
  {
    "taskId": "uk-3240-T-20105",
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      2,
      2,
      3,
      2
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    "rationale": "Supervising students and staff depends on being present and on the trust of the people supervised.",
    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text-only",
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    "occupationId": null
  },
  {
    "taskId": "uk-3240-T-02546",
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      1,
      0,
      4
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  },
  {
    "taskId": "uk-3240-T-09161",
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    "d": [
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      4,
      3,
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Giving an enema is hands-on care carried out by a trained person.",
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  {
    "taskId": "uk-3240-T-14220",
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      59,
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      1,
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      3
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    "confidence": "medium",
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    "rationale": "Reordering instruments and supplies from stock levels is routine system work, with medicines needing the practice's authorisation.",
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    "modelId": "claude-opus-5",
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  },
  {
    "taskId": "uk-3240-T-20916",
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      3,
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      2,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Generating the wording of a medicine label is easy for software, but its legal content and sticking it on need practice staff.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  },
  {
    "taskId": "uk-3240-T-09203",
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    "d": [
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      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reception information is easy to supply, but greeting owners and their animals happens at the front desk.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  },
  {
    "taskId": "uk-3311-T-00307",
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    "d": [
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      1,
      2,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Giving first aid or chest compressions means putting hands on a casualty, which only a trained person present can do.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
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  {
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Drill and physical training are done with the body, on the ground.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping someone alive in an emergency means hands on the casualty.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "confidence": "medium",
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    "rationale": "Procedures are written down, but clearing up after an operation is physical work in the field.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Individual drills are physical practice that has to be done in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping to fitness standards means actually doing the training and the tests.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
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    "rationale": "Field craft is physical skill used on the ground, alone and in real conditions.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Using tools and equipment safely means handling them yourself.",
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    "d": [
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    "confidence": "high",
    "unstable": false,
    "rationale": "Handling weapons and ammunition safely is physical work with real equipment.",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Message formats are strict and repeatable, but the radio is operated by someone in position.",
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    "confidence": "medium",
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    "rationale": "Sifting and summarising intelligence is document work, though much of the useful detail is local and closely held.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Setting up secure communications means putting real equipment in place and making it work.",
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    "confidence": "high",
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    "rationale": "Moving a casualty is physical work done by people on the spot.",
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    "modelId": "claude-opus-5",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Route planning can be done on a map, but navigating rough ground is done on foot.",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Storing equipment ready for use is physical handling in a store or vehicle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Choosing the right communication method follows procedure, but the sending happens wherever the person is.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Drill movements are performed by people on a parade square.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Armed containment operations are carried out physically by people on the ground.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      4
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Servicing vehicles and armour is spanner work in a workshop or the field.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3311",
    "occupationId": null
  },
  {
    "taskId": "uk-3311-T-13157",
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      49,
      63
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      1,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Operational records are largely automatic once data is collected, though some checks are made around the site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-3311-T-17554",
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      4
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Refuelling and re-arming aircraft is hands-on work on the flight line.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3311",
    "occupationId": null
  },
  {
    "taskId": "uk-3311-T-16786",
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      2,
      16
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    "d": [
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      3,
      1,
      1,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Some support work is paperwork, but most of it happens alongside the people being supported.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3311",
    "occupationId": null
  },
  {
    "taskId": "uk-3311-T-00901",
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    "band": "high",
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      68,
      82
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    "d": [
      3,
      0,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Analysing intelligence for threats and opportunities is pattern spotting in information already gathered.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:36:21.102Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2431",
    "occupationId": null
  },
  {
    "taskId": "uk-3311-T-09968",
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    "band": "low",
    "range": [
      26,
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    "d": [
      3,
      2,
      1,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Security settings follow documented standards, though military equipment has to be configured where it sits.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3311",
    "occupationId": null
  },
  {
    "taskId": "uk-3311-T-17614",
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      22,
      36
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    "d": [
      3,
      2,
      0,
      1,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Position reporting is short, structured information, though it comes from people who can see the units.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3311",
    "occupationId": null
  },
  {
    "taskId": "uk-3311-T-21670",
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      0,
      23
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    "d": [
      1,
      2,
      1,
      0,
      1
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    "confidence": "low",
    "unstable": false,
    "rationale": "Early warning systems are operated and maintained inside secure facilities by cleared staff.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3311",
    "occupationId": null
  },
  {
    "taskId": "uk-3311-T-04762",
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      0,
      8
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    "d": [
      1,
      3,
      2,
      2,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Leading a rescue means directing people and aircraft in real time, on the scene.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3311",
    "occupationId": null
  },
  {
    "taskId": "uk-3311-T-13105",
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      11,
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    "d": [
      2,
      2,
      3,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Separation can be calculated, but a qualified controller must make and own the call.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3311",
    "occupationId": null
  },
  {
    "taskId": "uk-3311-T-14703",
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      0,
      4
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    "d": [
      0,
      4,
      1,
      1,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Searching for and recovering people means being physically out there with the crew and equipment, which software cannot do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3311",
    "occupationId": null
  },
  {
    "taskId": "uk-3311-T-16751",
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    "band": "minimal",
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      0,
      8
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    "d": [
      1,
      3,
      2,
      2,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Policing an air base depends on officers being present and able to act.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3311",
    "occupationId": null
  },
  {
    "taskId": "uk-3311-T-05564",
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Getting equipment to the front line means moving it physically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3311",
    "occupationId": null
  },
  {
    "taskId": "uk-3311-T-13267",
    "score": 25,
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      18,
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    "d": [
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      0,
      0,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Automatic detection helps, but surveillance equipment is watched by someone in the operations room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3311",
    "occupationId": null
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  {
    "taskId": "uk-3311-T-15738",
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Preparing munitions for storage is careful physical handling.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3311",
    "occupationId": null
  },
  {
    "taskId": "uk-3311-T-20781",
    "score": 56,
    "band": "partial",
    "range": [
      49,
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    "d": [
      3,
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      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Machine translation is strong, though military jargon, poor audio and dialects still need a linguist’s ear.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3311",
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  {
    "taskId": "uk-3311-T-11497",
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    "d": [
      0,
      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Getting troops onto an aircraft is physical marshalling work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3311",
    "occupationId": null
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  {
    "taskId": "uk-3311-T-13993",
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      12,
      26
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      2,
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      0,
      1
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Tracking systems do much of the detection, but the equipment is operated by crews on station.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3311",
    "occupationId": null
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  {
    "taskId": "uk-3311-T-14763",
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      68,
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    "d": [
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      0,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "General office administration is screen-based, documented work software supports strongly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4159",
    "occupationId": null
  },
  {
    "taskId": "uk-3311-T-05922",
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      68,
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    "d": [
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      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Meal planning against nutrition rules and rations is written work that software does quickly and well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3311",
    "occupationId": null
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  {
    "taskId": "uk-3311-T-15718",
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    "d": [
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      4,
      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Planning the menu is easy for software, but cooking the meal is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6135",
    "occupationId": null
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  {
    "taskId": "uk-3311-T-02005",
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    "d": [
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Mooring and anchoring a vessel is rope and deck work.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3311",
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  {
    "taskId": "uk-3311-T-01993",
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      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Deck operations are physical work carried out on board.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3311",
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  {
    "taskId": "uk-3311-T-20309",
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    "d": [
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      3,
      1,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Taking the watch means a certificated officer on the bridge answering for the ship’s safety.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-3311",
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  {
    "taskId": "uk-3311-T-02292",
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Rigging and stowing cargo gear is heavy hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "occupationId": null
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  {
    "taskId": "uk-3311-T-04646",
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    "d": [
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      0,
      3
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    "confidence": "medium",
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    "rationale": "Satellite systems fix a position automatically, but the watch is kept by someone on the bridge.",
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    "modelId": "claude-opus-5",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Maintaining decks is physical upkeep done on board.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-3311",
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  {
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      2,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping people safe on a ship depends on someone present who others answer to.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fighting a fire at sea is physical, dangerous work done by the crew aboard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      1
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    "rationale": "Steering a ship means hands on the helm.",
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    "modelId": "claude-opus-5",
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    "unstable": false,
    "rationale": "Polishing trim and brass is manual cleaning work.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:27.864Z",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Intercepting smugglers at sea involves boats, boarding and people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "unstable": false,
    "rationale": "Servicing winches, cranes and weapons systems is hands-on engineering work carried out on the equipment itself.",
    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text+occupation",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Repairing machinery is spanner work in the ship’s engine spaces.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "taskId": "uk-3311-T-20313",
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    "rationale": "Lubricating machinery is physical work.",
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      1,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Passing operational messages by radio means being at the set on board ship during the operation, following drills learned in service.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3311",
    "occupationId": null
  },
  {
    "taskId": "uk-3311-T-21344",
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      16
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    "d": [
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      3,
      2,
      0,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Navigation systems do the plotting, but reading them for a ship at sea is done on the bridge.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3311",
    "occupationId": null
  },
  {
    "taskId": "uk-3312-T-01119",
    "score": 11,
    "band": "minimal",
    "range": [
      4,
      18
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    "d": [
      1,
      2,
      3,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Applying force policy on the ground depends on the officer being there and legally answerable for the judgement made.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3312",
    "occupationId": null
  },
  {
    "taskId": "uk-3312-T-00902",
    "score": 66,
    "band": "high",
    "range": [
      62,
      70
    ],
    "d": [
      3,
      0,
      1,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Sifting intelligence and drafting prevention advice is desk work software already handles well from force systems.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3312",
    "occupationId": null
  },
  {
    "taskId": "uk-3312-T-02639",
    "score": 4,
    "band": "minimal",
    "range": [
      0,
      8
    ],
    "d": [
      1,
      3,
      3,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Gathering first evidence means attending the scene in person with the legal powers of a warranted officer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3312",
    "occupationId": null
  },
  {
    "taskId": "uk-3312-T-03911",
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    "band": "minimal",
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      0,
      4
    ],
    "d": [
      0,
      4,
      4,
      2,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "An arrest is a physical act only a warranted officer can lawfully carry out.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3312",
    "occupationId": null
  },
  {
    "taskId": "uk-3312-T-07711",
    "score": 4,
    "band": "minimal",
    "range": [
      0,
      8
    ],
    "d": [
      1,
      3,
      4,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Stopping drivers and issuing penalties at the roadside is a legal power exercised in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3312",
    "occupationId": null
  },
  {
    "taskId": "uk-3312-T-10952",
    "score": 3,
    "band": "minimal",
    "range": [
      0,
      7
    ],
    "d": [
      1,
      3,
      4,
      2,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Formal suspect interviews must be conducted face to face by an officer under strict legal rules.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3312",
    "occupationId": null
  },
  {
    "taskId": "uk-3312-T-12317",
    "score": 9,
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    "range": [
      2,
      16
    ],
    "d": [
      1,
      2,
      3,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Running investigations mixes desk analysis with attending scenes and decisions only a warranted officer can take.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3312",
    "occupationId": null
  },
  {
    "taskId": "uk-3312-T-16452",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      4,
      3,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Turning out to unpredictable and sometimes dangerous incidents is entirely about being physically present.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3312",
    "occupationId": null
  },
  {
    "taskId": "uk-3312-T-18334",
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    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      3,
      2,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Answering emergency calls means going to the location and dealing with people there in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3312",
    "occupationId": null
  },
  {
    "taskId": "uk-3312-T-01685",
    "score": 9,
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    "range": [
      2,
      16
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    "d": [
      1,
      2,
      3,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Judging threat in live policing situations rests on the officer present and personally accountable for the call.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3312",
    "occupationId": null
  },
  {
    "taskId": "uk-3312-T-03367",
    "score": 66,
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    "range": [
      62,
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    "d": [
      3,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Pulling together and passing on information between systems is routine desk work computers do well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3312",
    "occupationId": null
  },
  {
    "taskId": "uk-3312-T-04097",
    "score": 7,
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    "range": [
      3,
      11
    ],
    "d": [
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      2,
      3,
      2,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "A criminal investigation has to be run by a warranted officer with the legal powers, and much of it happens out on the ground.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3312",
    "occupationId": null
  },
  {
    "taskId": "uk-3312-T-07021",
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      0,
      4
    ],
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      4,
      3,
      3,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Calming a volatile situation depends completely on a person being there in the moment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3312",
    "occupationId": null
  },
  {
    "taskId": "uk-3312-T-09168",
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      5
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      3,
      3,
      1
    ],
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    "rationale": "Only the officer who dealt with the case can stand in the witness box and be questioned about it under oath.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3312",
    "occupationId": null
  },
  {
    "taskId": "uk-3312-T-11958",
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      0,
      4
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    "d": [
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      4,
      3,
      2,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping order at events requires officers physically present among the crowd.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3312",
    "occupationId": null
  },
  {
    "taskId": "uk-3312-T-12425",
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      0,
      4
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    "d": [
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      4,
      3,
      3,
      1
    ],
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    "unstable": false,
    "rationale": "Handling conflict as it unfolds is about presence, and the officer carries personal responsibility for the response.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3312",
    "occupationId": null
  },
  {
    "taskId": "uk-3312-T-15275",
    "score": 23,
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      2
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    "unstable": false,
    "rationale": "Planning joint approaches with partner bodies is largely meetings and documents, though local knowledge and relationships drive the choices.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3312",
    "occupationId": null
  },
  {
    "taskId": "uk-3312-T-16657",
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      1
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    "rationale": "Supporting victims and vulnerable people rests on a trusted person being with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3312",
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  },
  {
    "taskId": "uk-3312-T-02625",
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      1,
      1
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    "confidence": "high",
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    "rationale": "Foot patrol is simply being out on the street where people can see you.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3312",
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  },
  {
    "taskId": "uk-3312-T-03728",
    "score": 56,
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      52,
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      3
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3312",
    "occupationId": null
  },
  {
    "taskId": "uk-3312-T-06417",
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      21,
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      1,
      1,
      2
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    "rationale": "Building a picture of at-risk people and places leans on local knowledge officers pick up in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3312",
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  },
  {
    "taskId": "uk-3312-T-09327",
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    "d": [
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      4,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Handling sexual offence cases turns on the trust the officer builds directly with the victim.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3312",
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  },
  {
    "taskId": "uk-3312-T-11619",
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      2,
      1
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    "rationale": "A visible uniformed presence is by definition a person standing where people can see them.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3312",
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  {
    "taskId": "uk-3312-T-12427",
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    ],
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    "rationale": "Searching premises and people is a hands-on legal power exercised by a warranted officer.",
    "promptVersion": "task_scoring_v1.0",
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      3
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    "rationale": "Crime reports follow set formats and can largely be drafted from recorded details, with the officer checking them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3312",
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  },
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Leading community groups depends on relationships built face to face over time in a specific area.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      2,
      2
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    "rationale": "Statements are taken in person, with the officer responsible for how the account is captured.",
    "promptVersion": "task_scoring_v1.0",
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  {
    "taskId": "uk-3312-T-03574",
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      2
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    "unstable": false,
    "rationale": "Community communication works through people knowing and trusting the officer they are speaking to.",
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    "scoredUnderOccupationId": "uk-soc-3312",
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  {
    "taskId": "uk-3312-T-05588",
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    "d": [
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      2,
      4,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Breaking news of a death is done in person, and the human presence is the point.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3312",
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  {
    "taskId": "uk-3312-T-09064",
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      1,
      3
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    "rationale": "Recording intelligence is straightforward desk work, but much of it comes from being out among people.",
    "promptVersion": "task_scoring_v1.0",
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    "scoredUnderOccupationId": "uk-soc-3312",
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  {
    "taskId": "uk-3312-T-11045",
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Investigating thefts on the railway means attending, questioning people and using legal powers in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3312",
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  {
    "taskId": "uk-3312-T-14863",
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      4,
      2,
      1,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Patrolling an area by car or bicycle is entirely about being physically there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "uk-3312-T-15972",
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      20,
      34
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      1,
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      3
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  },
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      3,
      1,
      2
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    "rationale": "Roadside incidents are assessed by officers standing at the scene.",
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    "modelId": "claude-opus-5",
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  },
  {
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      0,
      4
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      4,
      4,
      2,
      1
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      2
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    "rationale": "Working with residents groups depends on face-to-face relationships in that particular neighbourhood.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "rationale": "Suggesting better ways of working is largely thinking and writing, though it rests on knowing the local job closely.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  },
  {
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      12
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      1,
      2,
      3,
      2,
      1
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    "unstable": false,
    "rationale": "Running a live policing operation means commanding officers on the ground, and those decisions must be taken by a warranted supervisor.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3312",
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  },
  {
    "taskId": "uk-3312-T-04283",
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      0,
      4
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      4,
      2,
      1,
      1
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    "confidence": "high",
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    "rationale": "Walking the property to check it is secure is a physical inspection.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3312",
    "occupationId": null
  },
  {
    "taskId": "uk-3312-T-09960",
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      25,
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      1,
      1,
      3
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    "rationale": "Safety programmes are mostly planning and paperwork, with some on-site work to put them in place.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3312",
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  },
  {
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      3,
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      3
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    "confidence": "medium",
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    "rationale": "Checking compliance on the transport network means officers being present, even where cameras help.",
    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3312",
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  },
  {
    "taskId": "uk-3312-T-19891",
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      52,
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      3
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    "unstable": false,
    "rationale": "Intelligence reports follow set templates and can be drafted from recorded material, with the officer signing them off.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3312",
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  },
  {
    "taskId": "uk-3312-T-05468",
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      3
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    "confidence": "medium",
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    "rationale": "Handling lost property mixes simple record-keeping with physically storing and returning the items.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3312",
    "occupationId": null
  },
  {
    "taskId": "uk-3312-T-14763",
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3312",
    "occupationId": null
  },
  {
    "taskId": "uk-3312-T-01021",
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      3
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    "rationale": "Reading across statements and reports to spot gaps is exactly the kind of document work software handles well.",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3312",
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  },
  {
    "taskId": "uk-3312-T-08554",
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    "rationale": "Executing a warrant means going to the address and using powers reserved to warranted officers.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3312",
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  {
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  {
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      2,
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    "rationale": "Questioning a suspect under caution is governed by law and must be done by an officer in person, usually in a custody suite.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3312",
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  {
    "taskId": "uk-3312-T-14697",
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      4,
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Raids, searches and arrests are physical operations carried out by officers on the ground.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3312",
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  {
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
    "taskId": "uk-3312-T-19227",
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    "rationale": "Serving warrants and arresting people are physical acts reserved to warranted officers.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:51:00.242Z",
    "keyingScheme": "text-only",
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    "taskId": "uk-3312-T-02898",
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    "rationale": "Walking a perimeter to confirm it is secure can only be done at the scene.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3312",
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  {
    "taskId": "uk-3312-T-06223",
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3312",
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    "rationale": "Giving evidence means the officer standing in the witness box in person.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3312",
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    "rationale": "Calling for an ambulance happens at the scene, based on what the officer can see there.",
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    "rationale": "Undercover work is a person physically placed in a situation, and little of it is written down.",
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      3
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    "rationale": "Watching a suspect requires an officer physically positioned to see what happens.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Turning collected findings into a structured report is document work software drafts well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3312",
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    "rationale": "Charges follow set wording, but the decision to charge must be taken by an authorised person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3312",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Assisting another force on an operation means officers physically attending.",
    "promptVersion": "task_scoring_v1.0",
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    "scoredUnderOccupationId": "uk-soc-3312",
    "occupationId": null
  },
  {
    "taskId": "uk-3312-T-16936",
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    "range": [
      0,
      11
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    "d": [
      1,
      3,
      2,
      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking someone’s account means speaking to them in person where the incident happened.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3312",
    "occupationId": null
  },
  {
    "taskId": "uk-3312-T-19898",
    "score": 47,
    "band": "partial",
    "range": [
      40,
      54
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    "d": [
      3,
      0,
      3,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Warrant applications follow set formats, but must be made and sworn by an authorised officer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3312",
    "occupationId": null
  },
  {
    "taskId": "uk-3312-T-05033",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      2,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Putting up a cordon is a physical job done at the scene.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3312",
    "occupationId": null
  },
  {
    "taskId": "uk-3312-T-08535",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      2,
      1,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking someone for breathing and a pulse means touching and looking at them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3312",
    "occupationId": null
  },
  {
    "taskId": "uk-3312-T-13718",
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    "range": [
      4,
      18
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    "d": [
      2,
      3,
      1,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Passing a situation report to control is quick communication, but it depends on the officer being there to see it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3312",
    "occupationId": null
  },
  {
    "taskId": "uk-3312-T-13801",
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    "band": "minimal",
    "range": [
      0,
      13
    ],
    "d": [
      1,
      3,
      1,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Taking a handover from the officer in charge happens at the scene, face to face.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3312",
    "occupationId": null
  },
  {
    "taskId": "uk-3312-T-16066",
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      4
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    "d": [
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      4,
      2,
      2,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping witnesses apart and on scene requires someone physically standing with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3312",
    "occupationId": null
  },
  {
    "taskId": "uk-3312-T-16633",
    "score": 36,
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      29,
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    "d": [
      3,
      1,
      2,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Telling the laboratory where an item came from and what tests are wanted is short, structured form work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-3312-T-18892",
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      0,
      7
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    "d": [
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      4,
      3,
      0,
      1
    ],
    "confidence": "high",
    "unstable": true,
    "rationale": "Finding and lifting fingerprints and other traces is close hands-on work at the scene.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-3312-T-07807",
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      0,
      4
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    "d": [
      0,
      4,
      1,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Setting up lighting at a search area is physical work on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3312",
    "occupationId": null
  },
  {
    "taskId": "uk-3312-T-10082",
    "score": 48,
    "band": "partial",
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      41,
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    "d": [
      3,
      0,
      2,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Notifying the coroner or prosecutors is a set piece of correspondence drawn from the case record.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3312",
    "occupationId": null
  },
  {
    "taskId": "uk-3312-T-13713",
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      4
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    "d": [
      0,
      4,
      2,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Marking where items lie at a scene is done by hand at that scene.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3312",
    "occupationId": null
  },
  {
    "taskId": "uk-3312-T-13797",
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      4
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    "d": [
      0,
      4,
      3,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Recovering evidence from a body is close physical work requiring great care.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3312",
    "occupationId": null
  },
  {
    "taskId": "uk-3312-T-14627",
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      0,
      4
    ],
    "d": [
      0,
      4,
      2,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Bagging and sealing evidence is a hands-on task with strict handling rules.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:42:49.177Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-3312-T-18659",
    "score": 66,
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      62,
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    "d": [
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      1,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Searching records and official files for information about suspects is exactly what computer systems do quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3312",
    "occupationId": null
  },
  {
    "taskId": "uk-3312-T-08515",
    "score": 56,
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      52,
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    "d": [
      3,
      0,
      2,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Checking records against each other is desk work, though the officer stays answerable for the evidence.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3312",
    "occupationId": null
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  {
    "taskId": "uk-3312-T-13772",
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      4
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    "d": [
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      4,
      2,
      1,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Watching people and premises means physically being in a position to see them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3312",
    "occupationId": null
  },
  {
    "taskId": "uk-3312-T-16119",
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      15,
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    "d": [
      2,
      2,
      2,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Image processing is largely digital now, though handling the original material still needs someone present.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3312",
    "occupationId": null
  },
  {
    "taskId": "uk-3312-T-18922",
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    "d": [
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      3,
      1,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Protecting a body at a scene means an officer standing there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3312",
    "occupationId": null
  },
  {
    "taskId": "uk-3312-T-06057",
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      2,
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Disposal is a physical act, even though the authorisation and record around it are paperwork.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3312",
    "occupationId": null
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  {
    "taskId": "uk-3313-T-02142",
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    "d": [
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      1,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Attending fires, crashes and floods means being at the incident.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3313",
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  {
    "taskId": "uk-3313-T-18310",
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      1,
      1,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Turning out to an incident and bringing it under control is physical work at the scene with appliances and crew.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3313",
    "occupationId": null
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  {
    "taskId": "uk-3313-T-00307",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Chest compressions and first aid are done with your hands on a casualty at the scene.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3313",
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  {
    "taskId": "uk-3313-T-07084",
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Directing water or foam onto a fire is done at the fire with a hose in hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3313",
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  {
    "taskId": "uk-3313-T-11865",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Checking and maintaining suppression equipment means handling the kit itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3313",
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  {
    "taskId": "uk-3313-T-18079",
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      2,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Getting people out of burning buildings is physical rescue work.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-3313",
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  {
    "taskId": "uk-3313-T-18333",
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      1,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Turning out to a fire call and rescuing people is physical work at the scene.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
    "taskId": "uk-3313-T-18822",
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      1,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Searching a burning building for people is physical, dangerous work done in breathing apparatus by firefighters at the scene.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
    "taskId": "uk-3313-T-21596",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Wearing fire kit and breathing apparatus is something only the firefighter can do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3313",
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  {
    "taskId": "uk-3313-T-04036",
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Fire safety audits mean walking the building, and in Britain only an officer authorised by the fire authority can enforce the rules.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
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  {
    "taskId": "uk-3313-T-08673",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Putting out a fire with an extinguisher, shovel or axe is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:55:12.172Z",
    "keyingScheme": "text-only",
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    "occupationId": null
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  {
    "taskId": "uk-3313-T-11255",
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      2,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Leading a crew during firefighting means commanding them at the fire.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3313",
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  {
    "taskId": "uk-3313-T-12131",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Staying fit enough for the job is physical training a person does.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3313",
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  {
    "taskId": "uk-3313-T-14890",
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    "d": [
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Command procedures are documented, but incident command is exercised on the ground with the crew present.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3313",
    "occupationId": null
  },
  {
    "taskId": "uk-3313-T-16794",
    "score": 3,
    "band": "minimal",
    "range": [
      0,
      10
    ],
    "d": [
      1,
      3,
      0,
      3,
      1
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Supporting people caught up in an incident depends on a person being with them at a very hard moment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3313",
    "occupationId": null
  },
  {
    "taskId": "uk-3313-T-18318",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      2,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Working alongside police at a road accident means being at the scene.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3313",
    "occupationId": null
  },
  {
    "taskId": "uk-3313-T-18360",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      2,
      2,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Giving first aid at an emergency means physically treating the casualty where they are.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3313",
    "occupationId": null
  },
  {
    "taskId": "uk-3313-T-18909",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      1,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Searching a smoke-filled building for casualties is physical search work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3313",
    "occupationId": null
  },
  {
    "taskId": "uk-3313-T-20302",
    "score": 6,
    "band": "minimal",
    "range": [
      0,
      13
    ],
    "d": [
      1,
      3,
      1,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Dealing with an emergency is action at the scene; only the write-up afterwards is desk work software can help with.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3313",
    "occupationId": null
  },
  {
    "taskId": "uk-3313-T-01983",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Testing hydrants and water supplies means opening and checking them in the street.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3313",
    "occupationId": null
  },
  {
    "taskId": "uk-3313-T-04035",
    "score": 11,
    "band": "minimal",
    "range": [
      4,
      18
    ],
    "d": [
      2,
      3,
      1,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Drill plans and records are easy to produce, but running a drill means people moving through a building.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3313",
    "occupationId": null
  },
  {
    "taskId": "uk-3313-T-08499",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      1,
      2,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking an injured person's condition means being beside them, looking and touching, which cannot be done remotely.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3313",
    "occupationId": null
  },
  {
    "taskId": "uk-3313-T-11755",
    "score": 11,
    "band": "minimal",
    "range": [
      4,
      18
    ],
    "d": [
      2,
      3,
      0,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "The messages are routine, but the request comes from an officer standing at the incident who can see what is needed.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3313",
    "occupationId": null
  },
  {
    "taskId": "uk-3313-T-13582",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Making your way to the seat of a fire is physical movement inside the building.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3313",
    "occupationId": null
  },
  {
    "taskId": "uk-3313-T-15343",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Putting up a ladder to reach an upper floor is heavy physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3313",
    "occupationId": null
  },
  {
    "taskId": "uk-3313-T-16895",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Pumping water out to save property is done with equipment on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3313",
    "occupationId": null
  },
  {
    "taskId": "uk-3313-T-18344",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      3,
      2,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Managing an airway or giving emergency drugs means physically treating the patient, and medicines are restricted to trained clinical staff.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3313",
    "occupationId": null
  },
  {
    "taskId": "uk-3313-T-18984",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Choosing and fitting a hose nozzle is done by hand at the pump.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3313",
    "occupationId": null
  },
  {
    "taskId": "uk-3313-T-20376",
    "score": 38,
    "band": "low",
    "range": [
      31,
      45
    ],
    "d": [
      3,
      2,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Street and building data is digital and easy to study, though crews still learn their patch by driving it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3313",
    "occupationId": null
  },
  {
    "taskId": "uk-3313-T-03157",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Clearing up after an incident is physical work at the site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3313",
    "occupationId": null
  },
  {
    "taskId": "uk-3313-T-07087",
    "score": 24,
    "band": "low",
    "range": [
      17,
      31
    ],
    "d": [
      2,
      2,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Maintenance schedules and records are easy to run, but directing repairs means checking the equipment in the bay.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3313",
    "occupationId": null
  },
  {
    "taskId": "uk-3313-T-10066",
    "score": 26,
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    "range": [
      19,
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    ],
    "d": [
      3,
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      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Prevention material is easy to produce, but fire safety messages land through people talking to their community.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-3313-T-11905",
    "score": 7,
    "band": "minimal",
    "range": [
      0,
      14
    ],
    "d": [
      1,
      3,
      0,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Reading up on new practice helps, but the drills that keep the skill real have to be done in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-3313-T-14098",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Working a pump on high-pressure hoses is hands-on at the appliance.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-3313-T-15934",
    "score": 66,
    "band": "high",
    "range": [
      62,
      70
    ],
    "d": [
      3,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Incident reports follow a fixed structure and draw on logged data, so drafting tools can produce most of the write-up.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3313",
    "occupationId": null
  },
  {
    "taskId": "uk-3313-T-18078",
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    "band": "minimal",
    "range": [
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      4
    ],
    "d": [
      0,
      4,
      0,
      1,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Getting an animal out of danger is physical rescue work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3313",
    "occupationId": null
  },
  {
    "taskId": "uk-3313-T-18792",
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    "d": [
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      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Moving and disposing of dangerous substances safely means handling them physically under strict rules at the site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3313",
    "occupationId": null
  },
  {
    "taskId": "uk-3313-T-20078",
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    "d": [
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      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Inspection paperwork is easy to handle, but fire safety enforcement rests with an authorised officer who visits premises.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3313",
    "occupationId": null
  },
  {
    "taskId": "uk-3313-T-20666",
    "score": 20,
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    "d": [
      2,
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      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Course material writes itself easily, but training people to use equipment means showing them and watching them try.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3313",
    "occupationId": null
  },
  {
    "taskId": "uk-3313-T-03586",
    "score": 11,
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      4,
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    ],
    "d": [
      2,
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      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "The message is simple, but it comes from the officer who can see the fire and judge what matters.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3313",
    "occupationId": null
  },
  {
    "taskId": "uk-3313-T-07143",
    "score": 18,
    "band": "minimal",
    "range": [
      11,
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    ],
    "d": [
      2,
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      1,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Training plans and records are straightforward, but directing firefighter training means being on the drill ground.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3313",
    "occupationId": null
  },
  {
    "taskId": "uk-3313-T-11960",
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      5,
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    "d": [
      1,
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      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping yourself and others safe at work is about what you do physically on the day.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:36.798Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3229",
    "occupationId": null
  },
  {
    "taskId": "uk-3313-T-14737",
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    "range": [
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      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Walking a burnt area to find and damp down hot spots is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3313",
    "occupationId": null
  },
  {
    "taskId": "uk-3313-T-16392",
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    "band": "minimal",
    "range": [
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    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Covering property and clearing smoke is done by hand at the premises.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-3313-T-20181",
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    "d": [
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      4,
      1,
      2,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Decontaminating and supporting people in protective kit is hands-on work at the scene.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3313",
    "occupationId": null
  },
  {
    "taskId": "uk-3313-T-03806",
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      3,
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    ],
    "d": [
      2,
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      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "The safety advice is standard, but a home fire safety visit means sitting in someone's home and looking round it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3313",
    "occupationId": null
  },
  {
    "taskId": "uk-3313-T-07524",
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    "band": "minimal",
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      4
    ],
    "d": [
      0,
      4,
      2,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Driving crews to an incident is physical work behind the wheel, needing the right licence and blue-light training.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3313",
    "occupationId": null
  },
  {
    "taskId": "uk-3313-T-09182",
    "score": 13,
    "band": "minimal",
    "range": [
      6,
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    "rationale": "Building a shift rota that covers every watch is exactly the kind of scheduling software does well.",
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    "rationale": "Servicing hoses, pumps and breathing apparatus is hands-on maintenance carried out on the equipment at the station.",
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    "rationale": "Building and water supply data helps, but judging the danger to next-door buildings is done by looking at them.",
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    "taskId": "uk-3313-T-13280",
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      89,
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      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking spending against budget lines is routine finance work software already does.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3313",
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  {
    "taskId": "uk-3313-T-16643",
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      41,
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      0,
      1,
      3
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    "unstable": false,
    "rationale": "Training records and progress summaries are easy to produce from data already recorded on the drill ground.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3313",
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  },
  {
    "taskId": "uk-3313-T-09176",
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      3,
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      0,
      2,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Presenting to a school or community group means standing in front of them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2152",
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  },
  {
    "taskId": "uk-3313-T-03879",
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      89,
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    "d": [
      4,
      0,
      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Routine internal and external letters are exactly the kind of writing software produces to a usable standard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3313",
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  },
  {
    "taskId": "uk-3313-T-11052",
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      59,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Looking up and comparing safe working procedures for dangerous substances is research through published guidance, which software does thoroughly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3313",
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  },
  {
    "taskId": "uk-3313-T-15760",
    "score": 81,
    "band": "very high",
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      77,
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    "d": [
      4,
      0,
      1,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Post-incident reports follow a fixed format filled from information already recorded.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3313",
    "occupationId": null
  },
  {
    "taskId": "uk-3313-T-02518",
    "score": 64,
    "band": "high",
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      60,
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      3,
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      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Raising the alarm to another emergency service is a quick notification, and automatic systems already pass on many of these calls.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3313",
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  {
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    "d": [
      3,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Written policy explanations are simple to produce, though telling staff in person is part of the job.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:42:49.177Z",
    "keyingScheme": "text-only",
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      3
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    "rationale": "Video analytics can flag events, but responding to an alarm means someone getting up and going.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Course materials are easy to produce, but running the training so crews actually take it in is done by an instructor with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3313",
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  {
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      2,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Procedures are easy to write, but putting security measures into practice on a site means people doing them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3313",
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  {
    "taskId": "uk-3313-T-13120",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking passes and logging who comes and goes is already done by badge systems, though someone is usually needed at the door.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3313",
    "occupationId": null
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  {
    "taskId": "uk-3313-T-20709",
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      2,
      3
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    "unstable": false,
    "rationale": "Course material is standard, but first aid is taught hands-on by a qualified instructor watching people practise.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Spotting damage or interference in security equipment means physically checking the units, even though the results are logged on a system.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3313",
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  {
    "taskId": "uk-3313-T-12087",
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping procedure documents current is writing and version control, which software supports strongly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
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  {
    "taskId": "uk-3313-T-13748",
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      1,
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      0,
      2,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Watching how staff actually work requires being present with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:12:22.429Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
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  {
    "taskId": "uk-3313-T-16391",
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      1,
      2
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    "confidence": "high",
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    "rationale": "Keeping people and property safe on a site means someone being there.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-3313",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "A roll check means an officer physically seeing every prisoner in place, which cannot be done from a screen.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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      3
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    "confidence": "high",
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    "rationale": "Checking locks, bars, doors and gates means physically testing them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9231",
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      3
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    "unstable": false,
    "rationale": "Building a daily timetable around visits and activities is a scheduling job software does well from the wing records.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      2
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    "rationale": "Receiving a new prisoner means meeting them, checking them in and handling property in person; only the record is digital.",
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    "keyingScheme": "text+occupation",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping order while prisoners are working or associating depends on officers being physically present and ready to step in.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      1
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    "rationale": "Finding and detaining someone who has escaped is physical pursuit carried out by officers with legal powers to hold them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      1
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    "rationale": "Taking someone into custody is a physical act carried out by officers with the legal authority to do it.",
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    "scoredUnderOccupationId": "uk-soc-3314",
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      1
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    "keyingScheme": "text+occupation",
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      1
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    "confidence": "high",
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    "rationale": "Turning out a cell to find hidden items is physical searching that has to be done in the room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
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      1
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    "modelId": "claude-opus-5",
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  {
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      3
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    "rationale": "Writing a complaint up clearly and passing it on is straightforward paperwork, though the conversation happens on the wing.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3314",
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      1,
      2
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    "unstable": false,
    "rationale": "Guarding an entrance and screening visitors requires standing there in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      1,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Issuing clothing and tools to inmates means physically handing items over.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Logging identities, charges and incidents into the prison system is form-filling and record keeping that software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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      1
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    "rationale": "Calming a dispute between inmates depends on being there in person and on trust built over time.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9231",
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      1,
      3
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    "unstable": false,
    "rationale": "Some courses are online, but key prison training covers restraint and emergency drills that officers have to practise in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "taskId": "uk-3314-T-07555",
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    "rationale": "Driving a secure vehicle with prisoners in it is physical work behind the wheel.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:05:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3314",
    "occupationId": null
  },
  {
    "taskId": "uk-3314-T-10321",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      1,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Opening and checking post for hidden items is hands-on searching, even where scanners help spot what to look at.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3314",
    "occupationId": null
  },
  {
    "taskId": "uk-3314-T-13727",
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      22,
      36
    ],
    "d": [
      3,
      2,
      0,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Telling supervisors about unusual events is simple reporting, but noticing them means being there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9231",
    "occupationId": null
  },
  {
    "taskId": "uk-3314-T-18003",
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      25,
      39
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      3,
      2,
      0,
      1,
      3
    ],
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    "unstable": false,
    "rationale": "The report itself writes easily from the records, but judging the work means watching it being done.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:05:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3314",
    "occupationId": null
  },
  {
    "taskId": "uk-3314-T-19218",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      1,
      0
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Handing out meals on the wing is physical work done in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:05:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3314",
    "occupationId": null
  },
  {
    "taskId": "uk-3314-T-04037",
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    "range": [
      18,
      32
    ],
    "d": [
      2,
      2,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Internal fire checks follow a set list, but someone has to walk the wings and test the doors and alarms themselves.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3314",
    "occupationId": null
  },
  {
    "taskId": "uk-3314-T-21298",
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      17,
      41
    ],
    "d": [
      2,
      2,
      0,
      0,
      3
    ],
    "confidence": "low",
    "unstable": false,
    "rationale": "Some of this is ordinary computer work, but most tools and equipment in a prison are used by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-3314-T-08072",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping prisoners safe depends on officers physically being there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:05:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3314",
    "occupationId": null
  },
  {
    "taskId": "uk-3314-T-04282",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Searching people and belongings is done by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:05:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3314",
    "occupationId": null
  },
  {
    "taskId": "uk-3314-T-07982",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      2,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Order on a wing is held by officers present among the prisoners.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:05:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3314",
    "occupationId": null
  },
  {
    "taskId": "uk-3314-T-02742",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      1,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Searching cells and people for banned items is entirely hands-on work carried out inside the prison.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3314",
    "occupationId": null
  },
  {
    "taskId": "uk-3314-T-07647",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Restraint techniques are physical by definition.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:05:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3314",
    "occupationId": null
  },
  {
    "taskId": "uk-3314-T-08150",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Escorting someone through a building is physical work that needs an officer alongside them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9231",
    "occupationId": null
  },
  {
    "taskId": "uk-3314-T-19946",
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      0,
      7
    ],
    "d": [
      1,
      3,
      2,
      3,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Leading a team of officers on a landing depends on being there with them and being answerable for what happens.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3314",
    "occupationId": null
  },
  {
    "taskId": "uk-3314-T-02745",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking individuals and property for contraband is a hands-on search.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:05:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3314",
    "occupationId": null
  },
  {
    "taskId": "uk-3314-T-07969",
    "score": 23,
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    "range": [
      16,
      30
    ],
    "d": [
      2,
      1,
      1,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Referral paperwork is routine, but noticing who needs help and persuading them to accept it happens face to face.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:05:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3314",
    "occupationId": null
  },
  {
    "taskId": "uk-3314-T-18938",
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      0,
      4
    ],
    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Using force or restraint equipment is entirely physical.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:05:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3314",
    "occupationId": null
  },
  {
    "taskId": "uk-3314-T-03238",
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      11,
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      0,
      2,
      2
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    "confidence": "medium",
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    "rationale": "Notes and options can be drafted, but sorting problems out with colleagues happens in live discussion on the wing.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3314",
    "occupationId": null
  },
  {
    "taskId": "uk-3314-T-08723",
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    ],
    "d": [
      2,
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      1,
      3,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Course material for resettlement is easy to produce, but the sessions work through trust between staff and prisoners.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:05:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3314",
    "occupationId": null
  },
  {
    "taskId": "uk-3314-T-11612",
    "score": 81,
    "band": "very high",
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      77,
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    ],
    "d": [
      4,
      0,
      1,
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      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping accurate records of people in custody is the kind of structured record-keeping software does very reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:05:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3314",
    "occupationId": null
  },
  {
    "taskId": "uk-3314-T-11645",
    "score": 66,
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      62,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping records complete and correct is routine data work that prison systems and drafting tools largely do already.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3314",
    "occupationId": null
  },
  {
    "taskId": "uk-3314-T-16461",
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    ],
    "d": [
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      4,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Caring for prisoners at risk of self-harm depends on an officer physically being with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:05:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3314",
    "occupationId": null
  },
  {
    "taskId": "uk-3314-T-17076",
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    ],
    "d": [
      1,
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      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Booking someone into prison involves searching them and handling property in person, with only the paperwork done on a computer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
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  },
  {
    "taskId": "uk-3314-T-20360",
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    "d": [
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      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Taking someone into custody is a physical act.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:05:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3314",
    "occupationId": null
  },
  {
    "taskId": "uk-3314-T-21852",
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      61,
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    "d": [
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Incident reports follow a standard format software drafts well, but the facts come from what the guard witnessed.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9231",
    "occupationId": null
  },
  {
    "taskId": "uk-3314-T-03727",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Pulling logged information into reports for managers is structured desk work that drafting tools complete quickly and accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3314",
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  {
    "taskId": "uk-3314-T-03866",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The rules themselves are written down and easy to look up, but following them is part of doing the job on the wing.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  },
  {
    "taskId": "uk-3314-T-06790",
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      2
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    "unstable": false,
    "rationale": "Good working relationships with other staff are built face to face over time.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:47:26.767Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2229",
    "occupationId": null
  },
  {
    "taskId": "uk-3314-T-07852",
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      3
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    "rationale": "Rules and checklists are easy to generate, but making sure they are followed on the wings means officers checking in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3314",
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  {
    "taskId": "uk-3314-T-09825",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Policies are quick to draft, but making anti-bullying and suicide prevention real depends on staff on the landings.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:05:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3314",
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  },
  {
    "taskId": "uk-3314-T-12352",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The property log is straightforward, but the belongings themselves have to be checked, bagged and stored.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3314",
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  },
  {
    "taskId": "uk-3314-T-14651",
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    "d": [
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      3,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Taking part in rehabilitation sessions means being in the room with the people on the programme.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:05:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3314",
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  },
  {
    "taskId": "uk-3314-T-16730",
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    "d": [
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      3,
      1
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Supporting someone at risk in custody means noticing changes in them in person and building enough trust that they talk.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3314",
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  {
    "taskId": "uk-3314-T-18313",
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    "d": [
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      4,
      1,
      1,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Being first to an incident means physically getting there and dealing with what is happening in front of you.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3314",
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  {
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      1,
      2,
      1,
      3,
      2
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    "unstable": false,
    "rationale": "Helping a prisoner rebuild family ties works through personal contact and careful handling of a private situation.",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3314",
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  },
  {
    "taskId": "uk-3314-T-20227",
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      35,
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      3,
      1,
      1,
      1,
      3
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    "confidence": "medium",
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    "rationale": "Pulling behaviour and progress evidence into a structured assessment is written work software drafts well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3314",
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  },
  {
    "taskId": "uk-3314-T-21059",
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      77,
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    "d": [
      4,
      0,
      1,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Updating inmate records is routine data work software handles at least as accurately as a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:05:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3314",
    "occupationId": null
  },
  {
    "taskId": "uk-3319-T-14703",
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      4
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    "d": [
      0,
      4,
      1,
      1,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Search and rescue means being out on the water or ground with the team and equipment to reach people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
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  {
    "taskId": "uk-3319-T-18337",
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    "d": [
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      4,
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      3,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Answering an emergency call means physically getting to the person and helping them in the room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
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    "taskId": "uk-3319-T-18822",
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    "d": [
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      4,
      2,
      2,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Searching a fire scene for casualties with rescue gear can only be done by a person on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "uk-3319-T-00307",
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      4
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    "d": [
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      4,
      1,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "First aid and resuscitation are physical acts performed directly on a casualty by someone who is there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
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  {
    "taskId": "uk-3319-T-16612",
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    "band": "high",
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      60,
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    "d": [
      3,
      0,
      0,
      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Coastal and sea safety advice draws on published guidance, so software can draft most of it well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
    "taskId": "uk-3319-T-18377",
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    "d": [
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      1,
      1,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Someone has to travel to the shoreline and look at the wreckage before anything can be decided.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
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  {
    "taskId": "uk-3319-T-00152",
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      3,
      17
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    "d": [
      1,
      2,
      2,
      1,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Planning a pollution response uses documented playbooks, but the actual response happens on the water.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
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  {
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      4,
      2,
      2,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Checking an injured person's condition needs eyes, hands and presence at the scene.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
    "taskId": "uk-3319-T-13854",
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    "range": [
      52,
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    "d": [
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      1,
      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Navigational advice comes from charts, tides and published notices, all of which software reads well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
    "taskId": "uk-3319-T-18058",
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    "d": [
      1,
      3,
      1,
      1,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Deciding an ambulance is needed depends on watching what is happening at the poolside or beach.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
    "taskId": "uk-3319-T-07052",
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    "d": [
      1,
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      3,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Leading a team through a live incident rests on people trusting the person giving the orders.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
    "taskId": "uk-3319-T-12589",
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    "d": [
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The radios and satellite kit sit on the bridge and have to be operated by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
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  {
    "taskId": "uk-3319-T-19175",
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      84,
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    "d": [
      4,
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Weather and tide data already arrives in machine-readable form, so preparing and sending the reports is largely automatic.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
    "taskId": "uk-3319-T-00124",
    "score": 40,
    "band": "partial",
    "range": [
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Training plans can be drafted from records, but sorting out staff problems means talking to the people involved.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
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  {
    "taskId": "uk-3319-T-04889",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Arranging training courses is scheduling and admin that software can take on.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1150",
    "occupationId": null
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  {
    "taskId": "uk-3319-T-12051",
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping logs of conditions, treatments and incidents is form-filling that software handles very reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
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    "taskId": "uk-3319-T-14167",
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    "d": [
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Recovering objects underwater is done with equipment operated at the site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5319",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The safety wording is standard, but it lands because a lifeguard says it face to face before people go in.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Searching bags, vehicles or people for banned items is done with hands and eyes at the border.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Machines already read passports, but the officer at the desk holds the legal power to admit or refuse.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Opening containers and examining goods is physical work at a port or airport.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
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    "taskId": "uk-3319-T-18905",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Searching a person, their luggage or their car requires an officer present with legal authority.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
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  {
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    "unstable": false,
    "rationale": "The paperwork can be drafted, but only an authorised officer can lawfully order someone detained.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
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    "taskId": "uk-3319-T-06062",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Detaining someone is a legal power exercised in person and cannot be delegated to software.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Finding and taking hidden goods off a lorry or vessel is hands-on work with legal authority.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Duty is worked out from published tariff codes and shipment values, a calculation software performs accurately every time.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3319",
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    "taskId": "uk-3319-T-04829",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Joint operations are agreed in live meetings between agencies who need to trust each other's plans.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Border interviews depend on reading the person in front of you, and the decision is an officer's in law.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
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    "d": [
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Case files can be prepared with help, but working alongside police and prosecutors happens between people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
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  {
    "taskId": "uk-3319-T-17932",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Referrals follow set formats and templates, so drafting them is largely a writing job software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Logging activities, findings and transactions for compliance is structured record-keeping that software handles very well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
    "taskId": "uk-3319-T-18013",
    "score": 56,
    "band": "partial",
    "range": [
      52,
      60
    ],
    "d": [
      3,
      0,
      2,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Writing up violations and decisions is standard report work, though an accountable officer owns the decision.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
    "taskId": "uk-3319-T-01176",
    "score": 88,
    "band": "very high",
    "range": [
      84,
      92
    ],
    "d": [
      4,
      0,
      1,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Duty refund claims are standard forms filled from shipment records against published rules, which software completes accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
    "taskId": "uk-3319-T-09168",
    "score": 2,
    "band": "minimal",
    "range": [
      0,
      6
    ],
    "d": [
      0,
      2,
      2,
      3,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Only the person who did the work can take the oath and be questioned about it in the witness box.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
    "taskId": "uk-3319-T-09169",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      4,
      3,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Giving evidence in Crown Court means a person standing in the witness box and being questioned.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
    "taskId": "uk-3319-T-21823",
    "score": 66,
    "band": "high",
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      62,
      70
    ],
    "d": [
      3,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Case reports follow set structures and draw on recorded facts, so drafting tools produce most of the text for checking.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
    "taskId": "uk-3319-T-21956",
    "score": 81,
    "band": "very high",
    "range": [
      77,
      85
    ],
    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Writing up case notes from recorded activity is drafting work that software produces to a standard needing only light checking.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
    "taskId": "uk-3319-T-10886",
    "score": 61,
    "band": "high",
    "range": [
      57,
      65
    ],
    "d": [
      3,
      0,
      1,
      1,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Tariff and transport rules are published in detail, so explaining them is well within what software does.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
    "taskId": "uk-3319-T-16151",
    "score": 56,
    "band": "partial",
    "range": [
      49,
      63
    ],
    "d": [
      3,
      0,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Visa decisions follow published rules and documents that can be checked automatically, but the decision must be taken by an authorised officer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
    "taskId": "uk-3319-T-02626",
    "score": 66,
    "band": "high",
    "range": [
      62,
      70
    ],
    "d": [
      3,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Tracing money through transaction records is number work over structured data, an area where analysis software is very capable.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
    "taskId": "uk-3319-T-03730",
    "score": 66,
    "band": "high",
    "range": [
      62,
      70
    ],
    "d": [
      3,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Collecting, sorting and indexing material for a case is bulk document work that review software already does most of.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
    "taskId": "uk-3319-T-04063",
    "score": 66,
    "band": "high",
    "range": [
      59,
      73
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    "d": [
      3,
      0,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Tracing suspicious payments through account data is analysis over structured records, which software follows faster than a person can.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
    "taskId": "uk-3319-T-06571",
    "score": 44,
    "band": "partial",
    "range": [
      37,
      51
    ],
    "d": [
      2,
      0,
      1,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "A strategy can be drafted, but the useful decisions rest on case knowledge that never gets written down.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
    "taskId": "uk-3319-T-11009",
    "score": 32,
    "band": "low",
    "range": [
      25,
      39
    ],
    "d": [
      2,
      1,
      1,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Much of a fraud enquiry is data and document work, but confirming what happened still involves visits and interviews.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
    "taskId": "uk-3319-T-01787",
    "score": 44,
    "band": "partial",
    "range": [
      37,
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    "d": [
      2,
      0,
      1,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can line up what each piece of evidence proves, but weighing whether it is strong enough is the investigator's judgement.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
    "taskId": "uk-3319-T-02642",
    "score": 26,
    "band": "low",
    "range": [
      19,
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    ],
    "d": [
      2,
      1,
      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Briefings and debriefs are live sessions where the team asks questions and agrees who does what.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
    "taskId": "uk-3319-T-03391",
    "score": 75,
    "band": "high",
    "range": [
      68,
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    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Sifting large amounts of data for signs of fraud or weak controls is pattern-spotting work that software does faster than people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
    "taskId": "uk-3319-T-03873",
    "score": 27,
    "band": "low",
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      20,
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    "d": [
      2,
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      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Listing and scheduling material for disclosure can be automated, but the duty to disclose and answer in person falls on the investigator.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
    "taskId": "uk-3319-T-04028",
    "score": 5,
    "band": "minimal",
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      1,
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    "d": [
      1,
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      1,
      2,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Field work means going to premises, meeting people and seeing things that are not in any database.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
    "taskId": "uk-3319-T-04090",
    "score": 3,
    "band": "minimal",
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    "d": [
      1,
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      2,
      3,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Investigative interviews depend on a person reading responses in the room and following legal procedure.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
    "taskId": "uk-3319-T-04491",
    "score": 15,
    "band": "minimal",
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      8,
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    "d": [
      1,
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      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Someone has to physically take and hold each item and be able to swear that it never left their control.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
    "taskId": "uk-3319-T-06157",
    "score": 66,
    "band": "high",
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    "d": [
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      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "What has to be proved for each offence is set out in law, so software can list the points and match evidence.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
    "taskId": "uk-3319-T-07019",
    "score": 66,
    "band": "high",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Sorting evidence into types and explaining what each proves follows published legal rules that software can apply reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
    "taskId": "uk-3319-T-07457",
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      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Turning gathered evidence into a written investigation report is exactly the kind of drafting software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
    "taskId": "uk-3319-T-08303",
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      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Sifting large volumes of data and searching databases is one of the things software is genuinely good at.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
    "taskId": "uk-3319-T-09165",
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    "range": [
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      2,
      3,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Only the investigator who did the work can go into the witness box and be cross-examined about what they found.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
    "taskId": "uk-3319-T-11290",
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    "band": "minimal",
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    "d": [
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      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Leading a team through an investigation means directing people, making judgement calls and being answerable for the outcome.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
    "taskId": "uk-3319-T-15410",
    "score": 56,
    "band": "partial",
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      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Assembling and indexing a case file is structured document work, but the investigator must personally vouch that the evidence is complete.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
    "taskId": "uk-3319-T-16250",
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    "band": "high",
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    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Investigation plans follow known structures and lines of enquiry, so software can draft a solid version for the investigator to adapt.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
    "taskId": "uk-3319-T-17215",
    "score": 69,
    "band": "high",
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    "d": [
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      0,
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      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Logging every step of an examination is exactly what forensic software records automatically, though the examiner must stand behind the record.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
    "taskId": "uk-3319-T-21266",
    "score": 68,
    "band": "high",
    "range": [
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    "d": [
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      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Research and data analysis are strong for software, though which lead matters comes from case knowledge.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
    "taskId": "uk-3319-T-21425",
    "score": 28,
    "band": "low",
    "range": [
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    "d": [
      2,
      1,
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      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Results come back in reports a computer can cross-reference, but deciding what they mean for the case is the investigator's call.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
    "taskId": "uk-3319-T-01450",
    "score": 0,
    "band": "minimal",
    "range": [
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      4
    ],
    "d": [
      0,
      4,
      4,
      1,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "An arrest is a legal power carried out in person and cannot be done from a screen.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-3319-T-02743",
    "score": 6,
    "band": "minimal",
    "range": [
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    ],
    "d": [
      1,
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      2,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Searching premises and people is physical work needing legal authority, though the records part can be examined on a computer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "occupationId": null
  },
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    "taskId": "uk-3319-T-03896",
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      51,
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      3
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    "rationale": "Automated checks catch most suspicious activity, but staying alert to new tricks during everyday transactions still depends on the person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "occupationId": null
  },
  {
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      2,
      1,
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Much of a corporate or regulatory investigation is document and data work, and no special legal authority is needed to run it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "occupationId": null
  },
  {
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      77,
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      3
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    "rationale": "Producing interview records to the required format is transcription and formatting, which software does accurately from the recording.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
    "taskId": "uk-3319-T-06759",
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      76,
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      3,
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      0,
      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Keeping up with the law and regulations means reading published material, and tools that summarise and track changes do this well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
    "taskId": "uk-3319-T-07420",
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      77,
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      1,
      0,
      3
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    "confidence": "high",
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    "rationale": "Turning a recorded interview into accurate notes and a written statement is transcription and formatting, which software now does very well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
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      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Reviewing how a business operates against known fraud patterns is analysis over process and transaction data, which software does thoroughly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
    "taskId": "uk-3319-T-10953",
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    "d": [
      1,
      1,
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      2,
      1
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    "confidence": "low",
    "unstable": false,
    "rationale": "Questioning someone suspected of wrongdoing is a live conversation with legal safeguards, and the notes only capture what the interviewer draws out.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
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  {
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      2
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    "rationale": "Referrals and paperwork can be drafted automatically, but working alongside the police depends on contacts and conversations between people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
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  {
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      3,
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      1,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Applications, notices and schedules follow set legal formats, so software can draft them for a lawyer or investigator to approve.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
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  {
    "taskId": "uk-3319-T-16047",
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      15,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Imaging and hashing are automated, but someone must physically take charge of the devices and prove the evidence was never altered.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
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      0,
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      0,
      3
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    "unstable": false,
    "rationale": "The statement format is set out in law and easy to follow, but the account must be the witness's own and properly taken.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reviewing documents and digital exhibits for what matters is close to what software already does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
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    "occupationId": null
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  {
    "taskId": "uk-3319-T-20963",
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      2,
      2
    ],
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    "unstable": false,
    "rationale": "Knowing how investigations work can be learned from written guidance, but only the investigator can stand up and answer for the case.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
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    "occupationId": null
  },
  {
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      3
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    "unstable": false,
    "rationale": "The interview model is published and planning can be automated, but conducting the interview itself is a skilled human conversation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
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      1
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    "rationale": "Getting someone to talk openly in an interview is about reading the person in front of you and building trust quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
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      0,
      3
    ],
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    "rationale": "Sorting a case into a fraud category and writing the outcome up follows a fixed scheme that software applies consistently.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
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      3
    ],
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    "rationale": "Recording fraud cases in a database and keeping it current is structured data work that systems handle faster and more consistently.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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      4
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    "rationale": "Writing routine reports and official letters from known facts is drafting work software now does to a standard most people accept.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "rationale": "Tracking rule changes and writing clear updates for colleagues is monitoring and summarising published material, which tools do continuously.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "rationale": "Calculations and letters can be drafted, but persuading someone to repay what they took happens through direct negotiation.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "rationale": "A support plan can be written from a template, but reassuring a frightened witness depends on someone they come to trust.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "rationale": "Serving papers means physically handing them to the right person and proving you did.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
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    "rationale": "The surveillance rules are published and easy to check against, but the authorisation itself must be granted by a designated officer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "rationale": "Knowing when a case must be passed to another team or agency follows written thresholds that software can apply consistently.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
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    "rationale": "Sorting and marking information by sensitivity follows written classification rules, so software can apply the labels and routing consistently.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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      2
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    "rationale": "Surveys and summaries can be automated, but drawing out what people actually need usually takes a conversation with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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      4
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    "rationale": "Tracking new fraud and laundering methods means monitoring published reports and alerts, which automated summarising tools do continuously.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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      2
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    "rationale": "Notes and agendas can be produced automatically, but agreeing what a team will do happens between the people in the room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
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  {
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Comparing detection products and techniques means reading published material and trial results, which research tools summarise quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
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    "unstable": false,
    "rationale": "Training material on fraud patterns is easy to produce, but delivering it so colleagues change how they work needs a trainer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
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  },
  {
    "taskId": "uk-3319-T-20958",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Knowing which forensic tests are worth requesting follows documented guidance that a system can prompt at the right moment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3319",
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  {
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    "d": [
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    "confidence": "high",
    "unstable": false,
    "rationale": "Pulling together background facts for a press briefing is straightforward writing and collation work.",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
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  },
  {
    "taskId": "uk-3319-T-07607",
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      19,
      33
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      0,
      2,
      2
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    "unstable": false,
    "rationale": "Teaching colleagues how to use media in cases works best as a live session with questions.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
    "taskId": "uk-3319-T-01436",
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      16,
      24
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    "d": [
      2,
      1,
      3,
      1,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Removal arrangements involve travel, escorts and legal authority that only an authorised officer holds.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
    "taskId": "uk-3319-T-14388",
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      36,
      50
    ],
    "d": [
      3,
      0,
      2,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Matching people to available places is scheduling work, though the decision carries legal responsibility.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
    "taskId": "uk-3319-T-04870",
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      36,
      50
    ],
    "d": [
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      0,
      2,
      1,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Repatriation involves documented steps and bookings, but an accountable officer signs off each case.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
    "taskId": "uk-3319-T-01904",
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      1,
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      2
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    "confidence": "high",
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    "rationale": "Surveillance cameras and listening kit have to be set up and watched from a physical position.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
    "taskId": "uk-3319-T-09094",
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    "d": [
      1,
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      1,
      2,
      1
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Public records can be searched automatically, but watching a location and handling confidential contacts means being out there and trusted by people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
    "taskId": "uk-3319-T-20327",
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    "band": "minimal",
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      0,
      4
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    "d": [
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      4,
      2,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Taking fingerprints means placing someone's hand on a scanner in front of you.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
    "taskId": "uk-3319-T-02804",
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    "range": [
      0,
      4
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    "d": [
      0,
      4,
      1,
      2,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Stopping and questioning someone in a corridor requires a person physically standing there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
    "taskId": "uk-3319-T-04614",
    "score": 48,
    "band": "partial",
    "range": [
      41,
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      3,
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      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Raising an urgent alert to the police is a short, standard message, and monitoring systems already pass many of these automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
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      6,
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    "d": [
      2,
      3,
      1,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Face matching software exists, yet the job as done is an officer watching people pass a checkpoint.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
    "taskId": "uk-3319-T-01046",
    "score": 79,
    "band": "high",
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      75,
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    "d": [
      4,
      0,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Answering general enquiries with standard information is what automated assistants now do reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:36.798Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4129",
    "occupationId": null
  },
  {
    "taskId": "uk-3319-T-04609",
    "score": 9,
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    "range": [
      2,
      16
    ],
    "d": [
      1,
      2,
      2,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Escalating an odd item is a quick conversation with a supervisor who can see the object.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-3319-T-06131",
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    "range": [
      21,
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    ],
    "d": [
      3,
      2,
      1,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "The rules on who needs extra checks are written down, but the passenger is standing at the desk.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
    "taskId": "uk-3319-T-10398",
    "score": 43,
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    "d": [
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      0,
      1,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking whether a ticket is valid is already done by barrier scanners, though staff are still needed at the gate.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
    "taskId": "uk-3319-T-17994",
    "score": 88,
    "band": "very high",
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      84,
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    "d": [
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      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Detecting a breach and passing the alert to the right people is a rules-based notification that monitoring systems already send automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
    "taskId": "uk-3319-T-18362",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Many enquiries have standard answers, but passengers ask them in person at the terminal.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
    "taskId": "uk-3319-T-04189",
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    "confidence": "medium",
    "unstable": true,
    "rationale": "Running investigations for hire needs a state license, and much of the work happens out in the field.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:54.124Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-3319-T-02772",
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    "d": [
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      0
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    "confidence": "high",
    "unstable": false,
    "rationale": "Working undercover means physically being somewhere as someone else, which no software can do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3319",
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  {
    "taskId": "uk-3319-T-04087",
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    "rationale": "Getting someone to open up in an interview depends on a person sitting with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
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  },
  {
    "taskId": "uk-3319-T-09085",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Some background can be gathered online, but statements and scene detail come from being there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Collecting and cross-checking information against a set plan is largely desk work software supports well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
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    "confidence": "medium",
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    "rationale": "Software can organise the facts, but working out what they mean rests on case experience.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
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  {
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    "confidence": "medium",
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    "rationale": "Running several complex cases at once means judgement calls and accountability that stay with a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Following someone with binoculars and a camera is done from a car or a doorway.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:54.124Z",
    "keyingScheme": "text-only",
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    "occupationId": null
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    "taskId": "uk-3319-T-18889",
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      4
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    "confidence": "high",
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    "rationale": "Looking people up across databases and public records is automated searching, and the results come back ready to compile.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "confidence": "high",
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    "rationale": "Analysing data and drawing conclusions is desk work that software already does well, though a person still checks the reasoning.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:25:34.214Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2439",
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  {
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Statements can be typed up automatically, but getting a witness to give a full and accurate account depends on a person asking.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
    "taskId": "uk-3319-T-09076",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Financial records can be searched, but judging someone's character comes from talking to people who know them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "unstable": false,
    "rationale": "Systems flag suspicious claims and check the records, but proving one is false usually needs enquiries and conversations with people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
    "taskId": "uk-3319-T-16937",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Questioning people about divorce or a missing relative depends on trust built face to face.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
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  {
    "taskId": "uk-3319-T-19887",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Assembling and submitting a case file to a deadline is structured paperwork software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
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  {
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Background and reference checking is now run through screening services that gather and verify the information automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
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  {
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cross-checking figures and details between documents is exactly the kind of repetitive verification computers do faster and more consistently.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3319",
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  {
    "taskId": "uk-3319-T-10982",
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      61,
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      0,
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      2
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    "scoredUnderOccupationId": "uk-soc-3319",
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  },
  {
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      14
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
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  {
    "taskId": "uk-3319-T-01765",
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      1
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
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  {
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    "rationale": "The forensic method is documented, but capturing data means plugging into the actual device.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
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  {
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      3
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    "rationale": "Tracing money through accounts is pattern work in structured records, which software is strong at.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
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  {
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
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      3
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    "confidence": "high",
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    "rationale": "Comparing till records against expected takings is arithmetic on structured data, which software does better than people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
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      4
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    "rationale": "New laws and procedures are published openly, so software can track and summarise them well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
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  },
  {
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      1,
      2,
      2
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    "rationale": "Working with courts, schools and social work depends on ongoing relationships and live conversations.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
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      30,
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      1,
      1,
      2
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    "rationale": "Software can lay out the options, but someone has to carry the responsibility for the choice.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
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    "rationale": "Getting information out of other organisations usually depends on who you know and a phone call.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
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      1
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    "rationale": "Working well alongside colleagues is about relationships built over time, not something a tool can produce.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
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      0,
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      2
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    "rationale": "Threat assessments follow known methods, but the decisive details are specific to that site and rarely documented.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
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  },
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    "taskId": "uk-3319-T-05968",
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      0,
      3
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    "rationale": "Security policies follow well established patterns, so a solid draft can be produced quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
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  },
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      2
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    "rationale": "A programme can be drafted from standard building blocks, though it must fit that organisation's real setup.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
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      0,
      2
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:00:00.000Z",
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      2
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    "rationale": "Dealing with an actual break-in means going to the place and sorting out what happened.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Standard plans and checklists can be generated, but judging the risks at a particular venue means visiting it and knowing the event.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3319",
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    "rationale": "Incident coordination happens live over radio and phone with people who need clear direction.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
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      3
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    "rationale": "Standard camera and access layouts can be drafted, but the design turns on the specific building.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
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    "rationale": "Testing an alarm or fire system means triggering the devices and checking they work.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
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    "confidence": "medium",
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    "rationale": "Guests want a familiar person on hand when something goes wrong on holiday.",
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    "keyingScheme": "text-only",
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    "rationale": "Course content is quick to produce, but running the session so staff actually follow the procedures needs a person delivering it.",
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    "keyingScheme": "text+occupation",
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    "rationale": "Controller logic and system design follow documented patterns, though commissioning happens on the equipment.",
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    "rationale": "Recommending security improvements is analysis and writing against well-documented standards and the organisation’s own data.",
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    "rationale": "Fitting cameras, cabling and alarm panels is physical installation work in the building.",
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    "rationale": "Managing guards day to day rests on the team trusting the person leading them.",
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    "unstable": false,
    "rationale": "A drill only tests anything if people actually walk the route and the timings are watched.",
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    "rationale": "Holding keys and opening up a building is by definition something a person does in person.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
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    "unstable": false,
    "rationale": "Rota building is a scheduling problem software solves well, with a person handling awkward requests.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "confidence": "medium",
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    "rationale": "Monitoring routines can be written and largely automated once the measures are agreed.",
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    "rationale": "Naming, versioning and storing artwork files is routine file management software does reliably.",
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    "rationale": "Storyboards can be roughed out by software, though the final sequencing is a designer's call.",
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    "unstable": false,
    "rationale": "Traditional animation technique means drawing and handling artwork by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3411",
    "occupationId": null
  },
  {
    "taskId": "uk-3411-T-06890",
    "score": 50,
    "band": "partial",
    "range": [
      43,
      57
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      2,
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      0,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Timing and weight of movement is craft judgement that is hard to describe and hard to copy.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3411",
    "occupationId": null
  },
  {
    "taskId": "uk-3411-T-21172",
    "score": 58,
    "band": "partial",
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      51,
      65
    ],
    "d": [
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      0,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Modelling and animation tools automate a lot, but building characters and scenes still needs an artist.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2134",
    "occupationId": null
  },
  {
    "taskId": "uk-3411-T-21931",
    "score": 56,
    "band": "partial",
    "range": [
      49,
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    "d": [
      3,
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      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Script drafts come out quickly, though the task also involves drawing by hand, which still needs the writer's pen.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2142",
    "occupationId": null
  },
  {
    "taskId": "uk-3411-T-01142",
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    "band": "partial",
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      51,
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      0,
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The principles are well written up and can be applied to a draft, but the storytelling choices still come from the director.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2142",
    "occupationId": null
  },
  {
    "taskId": "uk-3411-T-03637",
    "score": 53,
    "band": "partial",
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      46,
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      0,
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      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Structured questions capture the brief, but understanding what a client actually wants takes conversation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3411",
    "occupationId": null
  },
  {
    "taskId": "uk-3411-T-05136",
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    "band": "low",
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Commissioned artwork often means physical materials, and personal ideas are the artist’s own.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3411",
    "occupationId": null
  },
  {
    "taskId": "uk-3411-T-05253",
    "score": 29,
    "band": "low",
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      22,
      36
    ],
    "d": [
      2,
      2,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "The images are meant to be made on paper first, so this starts with a pen in someone's hand before anything is scanned.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2142",
    "occupationId": null
  },
  {
    "taskId": "uk-3411-T-05898",
    "score": 83,
    "band": "very high",
    "range": [
      79,
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    ],
    "d": [
      3,
      0,
      0,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Backgrounds and model designs are among the strongest outputs of current image tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3411",
    "occupationId": null
  },
  {
    "taskId": "uk-3411-T-06376",
    "score": 58,
    "band": "partial",
    "range": [
      51,
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    ],
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      2,
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      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "A client concept can be turned into draft animation quickly, but delivering the finished piece still involves substantial reworking.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2142",
    "occupationId": null
  },
  {
    "taskId": "uk-3411-T-07944",
    "score": 58,
    "band": "partial",
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      51,
      65
    ],
    "d": [
      2,
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      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Syncing movement to audio is partly automated, but the feel of the timing still needs adjusting by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3411",
    "occupationId": null
  },
  {
    "taskId": "uk-3411-T-12740",
    "score": 83,
    "band": "very high",
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      79,
      87
    ],
    "d": [
      3,
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      0,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Turning a still picture into convincing movement is now a standard, widely available software feature.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2142",
    "occupationId": null
  },
  {
    "taskId": "uk-3411-T-21292",
    "score": 75,
    "band": "high",
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      68,
      82
    ],
    "d": [
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      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Simulating how objects move and collide is a standard software calculation, set up once and then run automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2142",
    "occupationId": null
  },
  {
    "taskId": "uk-3411-T-01200",
    "score": 58,
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      51,
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    ],
    "d": [
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      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Lighting and texturing have strong automatic helpers, though the final look is judged by eye and adjusted by the artist.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2142",
    "occupationId": null
  },
  {
    "taskId": "uk-3411-T-04719",
    "score": 29,
    "band": "low",
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    ],
    "d": [
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      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Turning a real object into a digital model starts with physically scanning it, so someone has to handle the object and the kit.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2142",
    "occupationId": null
  },
  {
    "taskId": "uk-3411-T-06810",
    "score": 58,
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Environment concepts come out well, but building sets that hold up across a whole story needs an artist to rebuild and refine them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2142",
    "occupationId": null
  },
  {
    "taskId": "uk-3411-T-07577",
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    "d": [
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Editing tools can suggest cuts, but deciding what makes a sequence flow is a judgement made by watching it back.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2142",
    "occupationId": null
  },
  {
    "taskId": "uk-3411-T-07973",
    "score": 64,
    "band": "high",
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      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Tracking progress against deadlines is what project software does, with a nudge from a person when something slips.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2142",
    "occupationId": null
  },
  {
    "taskId": "uk-3411-T-11982",
    "score": 43,
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    "d": [
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Portfolio pages can be assembled automatically, but choosing work that represents a photographer is personal judgement.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:42:05.118Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-3411-T-12991",
    "score": 93,
    "band": "very high",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Merging and aligning scanned images is a standard automated function in image software.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3411",
    "occupationId": null
  },
  {
    "taskId": "uk-3411-T-01468",
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    "band": "low",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Preparing digital files is automatic; handling physical film negatives is not.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3411",
    "occupationId": null
  },
  {
    "taskId": "uk-3411-T-05605",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Slides are quick to produce, but presenting to stakeholders means standing up in front of them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:44.620Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1171",
    "occupationId": null
  },
  {
    "taskId": "uk-3411-T-13669",
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Agreeing what a project will actually include is a negotiation between two people with different interests.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3411",
    "occupationId": null
  },
  {
    "taskId": "uk-3411-T-14380",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Meetings about artwork and layout are where writers and artists work things out together.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3412",
    "occupationId": null
  },
  {
    "taskId": "uk-3411-T-00732",
    "score": 75,
    "band": "high",
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    "d": [
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Reading a brief and the text, then finding reference sources, is desk research software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3411",
    "occupationId": null
  },
  {
    "taskId": "uk-3411-T-03361",
    "score": 30,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Fitting words to an artist's work is settled together, even though captions and copy can be drafted automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3412",
    "occupationId": null
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  {
    "taskId": "uk-3411-T-05192",
    "score": 83,
    "band": "very high",
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    "d": [
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      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Finished digital illustration is now produced to a usable standard by image tools for many briefs.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3411",
    "occupationId": null
  },
  {
    "taskId": "uk-3411-T-05195",
    "score": 83,
    "band": "very high",
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    "d": [
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      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Turning a message into an explanatory image is well within what current image and diagram tools produce.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3411",
    "occupationId": null
  },
  {
    "taskId": "uk-3411-T-05208",
    "score": 10,
    "band": "minimal",
    "range": [
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    "d": [
      1,
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      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Traditional drawing and painting means physically making the marks.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3411",
    "occupationId": null
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  {
    "taskId": "uk-3411-T-05287",
    "score": 24,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Composite likenesses can be generated on screen, but freehand portrait work is done by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3411",
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  },
  {
    "taskId": "uk-3411-T-16223",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Original work often means physical materials, and originality is what the artist brings.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3411",
    "occupationId": null
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  {
    "taskId": "uk-3411-T-05194",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Decorative artwork is frequently made in physical materials on the surface it decorates.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3411",
    "occupationId": null
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  {
    "taskId": "uk-3411-T-05203",
    "score": 83,
    "band": "very high",
    "range": [
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    "d": [
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      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Explanatory graphics for teaching and research are well covered by current diagram and image tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3411",
    "occupationId": null
  },
  {
    "taskId": "uk-3411-T-07239",
    "score": 53,
    "band": "partial",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The requirements can be captured in notes, but authors work these things out by talking them through.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
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      58,
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      0,
      0,
      4
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      0,
      4
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    "rationale": "Plot and theme ideas come easily from software, though turning them into something original and worth reading needs real rewriting.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      4
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3412",
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  {
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      0,
      0,
      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Historical settings and period dialogue are extensively documented, so software produces usable passages that the writer then tightens.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3
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    "confidence": "high",
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    "rationale": "Reworking a draft against notes from a client or editor is exactly the kind of editing software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      1
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    "confidence": "high",
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    "rationale": "Choosing what to write about from your own life and feelings is personal, and nothing outside your head holds that material.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      4
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    "rationale": "Software drafts stories for screen, radio and print quickly, but shaping an idea that works across media still needs the writer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3412",
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      4
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    "rationale": "Deciding whether an idea works best as an essay, script or poem is well-trodden craft that software judges competently.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3412",
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    "rationale": "Finding suitable publishers and drafting submissions is straightforward research and writing, though pitching still runs through people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3412",
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      0,
      3
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    "rationale": "Arranging existing material to follow a project outline is structural work software does reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
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      3
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    "rationale": "Applying an editor's comments to a draft is routine rewriting that software does to a standard most editors would accept.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3412",
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      3
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    "unstable": false,
    "rationale": "Commissioned topics can be suggested by software, but choices driven by personal interest come from the writer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
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      3
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    "unstable": false,
    "rationale": "Technical pieces written from a supplied specification are among the things software now produces to a professional standard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
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      4
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    "rationale": "Detailed, useful critique of someone else's writing is produced well by software, drawing on huge amounts of published criticism.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3412",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Planning the shape and stages of a writing project is well-understood work that software structures competently.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Software drafts fast, but scripts good enough for a theatre, screen or radio production still need substantial rewriting.",
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    "rationale": "Project plans follow standard shapes, and software produces them from a short brief without much editing.",
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    "modelId": "claude-opus-5",
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    "modelId": "claude-opus-5",
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    "rationale": "Packaging a manuscript and sending it to the right publisher is administrative work software handles easily.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Industry connections form through people meeting each other, which is not something software can do on your behalf.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Gathering and summarising what is new in a field is exactly what retrieval tools do, though the writer still decides what matters.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text+occupation",
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    "confidence": "high",
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    "rationale": "Checking work against written technical standards is exactly the kind of comparison software does thoroughly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "confidence": "high",
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    "rationale": "Getting a submission into the exact format a publisher asks for is mechanical work software does accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Website, blog and social posts that keep a profile visible are quick for software to produce in the writer's style.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Workshop materials are easy to generate, but a creative writing workshop works because a person is in the room responding.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "unstable": false,
    "rationale": "Software gives useful feedback on writing, though mentoring works because a specific person keeps faith with the writer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text+occupation",
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      3
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    "keyingScheme": "text-only",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Replies to readers and advertisers are easy to draft, though some correspondence still benefits from a person handling it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Audience analysis is well supported by these tools, though deciding the best way to reach them needs marketing judgement.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Loading and organising content in a website system is routine, well-documented work.",
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    "modelId": "claude-opus-5",
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    "rationale": "Commentary is bought for a particular writer's judgement about the news, and that is the part software cannot replace.",
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    "rationale": "Getting a client and producer to agree on what they actually want happens in conversation between people.",
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    "rationale": "Interviewing someone properly depends on trust built in the moment, usually face to face.",
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    "rationale": "Sources talk to reporters they trust, and that relationship is the work itself.",
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    "rationale": "Turning a brand's stated strategy into content direction is documented work software handles well.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "The record-keeping side is easy to automate, but the point of continuing development is the person's own learning.",
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    "rationale": "Cutting and arranging material to a set length and format is mechanical work software does accurately.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Layout and image editing tools are already heavily automated for standard jobs.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-4159",
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  {
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Live commentary is a person's voice reacting as things happen in front of them.",
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      2
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    "rationale": "Presenting advertising thinking to a creative director works through discussion in the room, not a document alone.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3412",
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  {
    "taskId": "uk-3412-T-06260",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3557",
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    "rationale": "Software generates plenty of concepts, but developing them with an art director is a back-and-forth between two people.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Persuasive copy written and rewritten against a brief is now produced by software to a standard agencies accept.",
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    "modelId": "claude-opus-5",
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      3
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    "rationale": "Writing scripts and advertising messages in plain, customer-friendly language is something software does very well.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Revising adverts in response to written feedback is quick, reliable work for software.",
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    "rationale": "Social posts are short, well-patterned pieces of writing that software produces at volume and to a good standard.",
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    "rationale": "Software identifies strong key messages from a brief, though what the client really cares about is not always written down.",
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    "rationale": "Adjusting tone and content to persuade or inform is a core strength of current writing software.",
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    "rationale": "Campaign ideas come quickly from software, but building one that fits a client's brief and budget is team work.",
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    "rationale": "Web and blog content for a brand is exactly the kind of writing software now produces to a publishable standard.",
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    "rationale": "E-books, slogans and video scripts follow well-known patterns that software reproduces to a professional standard.",
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    "rationale": "Reading the culture for useful trends draws on huge amounts of public material, which software sifts quickly.",
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      3
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    "rationale": "Tidying existing text for clarity and accuracy is one of the most reliable things writing software does.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Software suggests plenty of fresh angles, though picking one that will actually land is still an editorial call.",
    "promptVersion": "task_scoring_v1.0",
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      3
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3412",
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  },
  {
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3412",
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    "rationale": "Meetings about artwork and layout are where writers and artists work things out together.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3412",
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  {
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      71,
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      3
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    "confidence": "high",
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    "rationale": "Researching and organising work to hit deadlines is planning and desk research software supports well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3412",
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      4
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    "rationale": "Summarising written material is one of the things software does at least as well as a person, every time.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3412",
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  {
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3412",
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  {
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    "rationale": "Diary, correspondence and file work for an editor is largely automatable, though some of it means being in the office.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3412",
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    "rationale": "Marketing meetings are where colleagues thrash out plans together, whatever papers were prepared beforehand.",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3412",
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    "rationale": "Client and supplier relationships are built on trust between particular people over time.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:34:23.812Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3554",
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3412",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Contracts and royalty calculations follow set rules and recorded figures, so software handles the bulk of the work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3412",
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    "rationale": "Word processing, layout and email handling are computer tasks that software already automates.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4215",
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    "rationale": "Indexing is systematic reading and sorting, which software does quickly and consistently.",
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      2
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    "rationale": "Running a newsroom team depends on knowing and directing individual reporters.",
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    "modelId": "claude-opus-5",
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    "rationale": "Where a story sits and how hard it is pushed is decided in newsroom conversations.",
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    "scoredAt": "2026-08-05T02:12:27.853Z",
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    "rationale": "Permissions work is mostly tracking, correspondence and record-keeping, though the agreements are signed by people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Matching stories to reporters uses information the newsroom already holds, so software can propose a sensible allocation.",
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    "rationale": "Monitoring wires and releases is automated already, but working sources by phone and building contacts stays with journalists.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text+occupation",
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    "rationale": "General office administration is screen-based, documented work software supports strongly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4159",
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    "rationale": "Most phone queries have standard answers, though callers often prefer speaking to a person.",
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    "rationale": "Software drafts e-books, slogans and scripts well, though the artistic intent behind them comes from the writer.",
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    "modelId": "claude-opus-5",
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    "rationale": "Lyrics that work when sung in an opera are a specialised craft where machine drafts need heavy rewriting.",
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      2
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    "rationale": "Fitting words to what composers and singers can actually perform is worked out with them in rehearsal.",
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    "rationale": "Script ideas come readily from software, but the ones worth making still need real development by the writer.",
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    "rationale": "Rewriting a script against written notes is something software does quickly and to a usable standard.",
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    "confidence": "high",
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    "rationale": "Screenplay formatting follows published rules exactly, so software gets it right without help.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Writing a short, clear summary of a script idea is straightforward work for software.",
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    "modelId": "claude-opus-5",
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    "rationale": "Taking feedback from a producer or script editor is a person hearing and absorbing someone else's view.",
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    "modelId": "claude-opus-5",
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    "rationale": "Software drafts narrative content for e-books and video well, though shaping the story still involves the writer.",
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    "unstable": false,
    "rationale": "Research is quick, but a commission is won by a person pitching to someone who trusts them.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Narrative articles are drafted well by software, though the writer still shapes what the piece is really about.",
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      4,
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      3
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    "modelId": "claude-opus-5",
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      3
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    "modelId": "claude-opus-5",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Version records are exactly the kind of tracking that software keeps accurately without help.",
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    "rationale": "Notes and summaries can be produced automatically, but taking part in the discussion and agreeing direction is done by people.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text+occupation",
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    "rationale": "Advice on printing and binding rests on hands-on experience of what actually works on the press.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Passing finished documents on for final typing is simple administrative work.",
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    "modelId": "claude-opus-5",
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    "rationale": "Applying technical terminology consistently in translation is precisely what translation software and glossaries now do well.",
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    "rationale": "Preparation strategy for interpreting is documented, though much of what works is learned on the job.",
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    "rationale": "Software localisation is highly systematic, and translation tools handle both the strings and the documents well.",
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    "rationale": "Scheduling and tracking several projects is well-documented work that software organises efficiently.",
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    "rationale": "Audio editing software already automates much of the cleanup, and AI tools handle more of it each year.",
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    "rationale": "Keeping website content matched to what went on air is routine publishing that can be automated.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-3413",
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  },
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    "taskId": "uk-3413-T-01331",
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      89,
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      3
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    "confidence": "high",
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    "rationale": "Archiving programmes with the right labels and metadata is filing work that software does reliably.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3413",
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  },
  {
    "taskId": "uk-3413-T-02281",
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      3
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    "unstable": false,
    "rationale": "Booking studio time and kit is diary and availability admin that software handles quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
    "occupationId": null
  },
  {
    "taskId": "uk-3413-T-09440",
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      4
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      4,
      0,
      3,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Hosting an event means being on the stage or in the studio with the audience.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:27:23.895Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
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  },
  {
    "taskId": "uk-3413-T-11418",
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    "confidence": "high",
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    "rationale": "Liaising about trailers and prizes is email and coordination that AI tools draft and track.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3413",
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  },
  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Running the sound desk during a show means an operator there throughout.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3417",
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  },
  {
    "taskId": "uk-3413-T-16264",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Automatic transcription is now at least as accurate as a person typing from the recording.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3413",
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    "unstable": false,
    "rationale": "Research notes can be summarised automatically, but the briefing is usually a conversation before the show.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3413",
    "occupationId": null
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  {
    "taskId": "uk-3413-T-21082",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Reworking a script to match a change of direction is editing work AI does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3413",
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  },
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      1,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Filing call details for later reference and quality checks is routine record keeping that systems already do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3413",
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  {
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      1,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Joining programmes up smoothly takes editorial judgement and conversations with the teams involved.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3413",
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  },
  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping contact records current is routine data work these tools handle accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3554",
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  },
  {
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      0,
      2,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Freelancers need someone on site telling them what to do and checking it got done.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3557",
    "occupationId": null
  },
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      4,
      0,
      1,
      1
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    "confidence": "high",
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    "rationale": "Rehearsing a piece means playing or performing it, which only the musician can do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3413",
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  {
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      3
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    "unstable": false,
    "rationale": "General office administration is screen-based, documented work software supports strongly.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4159",
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      4,
      3,
      1,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Reacting to an emergency in the air means a qualified pilot at the controls.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Appearance contracts follow standard templates, and producing a first draft from one is exactly what these tools do well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text+occupation",
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      2
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    "rationale": "Ideas can be suggested, but choreography is usually worked out in the studio on real dancers.",
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    "rationale": "Activity ideas are easy to generate, but leading children through them needs an adult there with them.",
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    "rationale": "Rehearsing a trick until it works is hands-on practice by the performer.",
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    "rationale": "Writing and scheduling promotional posts is something AI does well, though the artist's own voice still matters.",
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    "modelId": "claude-opus-5",
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    "rationale": "The announcement is easy to write or record, but attendants make it on the spot at the ride.",
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      2
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    "confidence": "high",
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    "rationale": "Showing visitors where to go means being there with them in the park.",
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    "confidence": "high",
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    "rationale": "Running a stall game involves handling equipment and players face to face.",
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    "rationale": "Keeping equipment safe and working means physically checking and fixing it.",
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      2
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    "confidence": "high",
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    "rationale": "Lap play, shared reading and crafts happen with an adult sitting alongside the child.",
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    "rationale": "AI can suggest jokes, but original material in a performer's own voice still comes from the performer.",
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    "rationale": "Warming up a crowd and linking acts happens live on stage with the audience.",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Building a playlist to suit an event is exactly the kind of matching software already does well.",
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    "confidence": "medium",
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    "rationale": "Beat manipulation and sampling happen inside software, and AI music tools now do much of it automatically.",
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    "rationale": "Automatic mixing exists, but a DJ set is played on the equipment in the room.",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Playing a club or pub means being behind the decks reading the room.",
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    "modelId": "claude-opus-5",
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  {
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      2
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    "rationale": "Requests come from guests in the room, and the DJ decides on the spot whether they fit.",
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    "modelId": "claude-opus-5",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Screening tracks for quality and suitability is checking against known standards, which software can do.",
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    "rationale": "Performing together with an MC means both are on stage at the same time.",
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    "rationale": "Leading party games needs someone in the room getting people involved.",
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    "rationale": "Sitting or standing for an artist or photographer is physical presence by definition.",
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      2
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    "rationale": "Walking to show how a garment moves needs the garment on a person.",
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    "rationale": "Following a diet is something a person does with their own body.",
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    "rationale": "Editorial images can be generated by software now, but magazine shoots are still normally photographed with a model present.",
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    "rationale": "Live in-house modelling means wearing the clothes in front of buyers.",
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    "rationale": "Collecting pay, dates and terms from agents is straightforward correspondence and record keeping.",
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    "rationale": "Chasing details of upcoming bookings is diary and email work that assistants handle well.",
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    "rationale": "Suggestions can be generated, but choosing accessories usually means seeing and handling them with the outfit.",
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    "rationale": "Job reports follow a set format and can be drafted automatically from the job details.",
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    "rationale": "Singing is done with the performer's own voice in the room.",
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    "rationale": "Playing on a recording means being in the studio with the instrument.",
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    "rationale": "Rehearsing music means physically playing it, which only the musician can do.",
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    "scoredUnderOccupationId": "uk-soc-2319",
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  },
  {
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    "confidence": "medium",
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    "rationale": "Committing music and routines to memory is something only the performer can do for themselves.",
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    "modelId": "claude-opus-5",
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  },
  {
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    "rationale": "Playing in a recital means being on the platform performing.",
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  },
  {
    "taskId": "uk-3413-T-16828",
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      2
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    "confidence": "high",
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    "rationale": "Providing live music for a show means musicians playing in the pit or on stage.",
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    "modelId": "claude-opus-5",
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  },
  {
    "taskId": "uk-3413-T-19535",
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  },
  {
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      2
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    "rationale": "AI can draft lyrics, but words that sit properly under operatic music take a specialist ear.",
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  },
  {
    "taskId": "uk-3413-T-01409",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Arranging software helps a lot, but reworking someone's music for a particular effect relies on the arranger's judgement.",
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  },
  {
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    "rationale": "Improvising in performance happens in the moment on the instrument.",
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    "modelId": "claude-opus-5",
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  },
  {
    "taskId": "uk-3413-T-13080",
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    "rationale": "Changing a piece to suit the room happens live while playing to that audience.",
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  {
    "taskId": "uk-3413-T-15296",
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      1,
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  },
  {
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      3
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    "rationale": "Finding new repertoire is searching and listening, which recommendation tools already do well.",
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      4,
      0,
      3,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Coaching sessions are worked through in person, with the coach listening to the voice.",
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    "keyingScheme": "text-only",
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      2,
      1
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    "rationale": "Watching a conductor for cues happens while singing in the performance.",
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    "modelId": "claude-opus-5",
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    "rationale": "Playing an instrument in performance is hands-on work by the musician.",
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  {
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      2
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    "confidence": "medium",
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    "rationale": "Acting skill is built through practice and coaching in a person's own body and voice.",
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  {
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      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Answers can be prepared, but an interview is a live conversation with a journalist about the artist's own work.",
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  {
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      4
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    "confidence": "medium",
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    "rationale": "Promoting a channel is content, scheduling and audience analysis, all of which AI tools do well.",
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  {
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      3
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    "confidence": "high",
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    "rationale": "Writing and posting social content is routine production work software already does at normal standard.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-2493",
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      3
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    "confidence": "high",
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    "rationale": "Reading web tracking data for what is working is standard analysis software already performs.",
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    "modelId": "claude-opus-5",
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      3
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    "confidence": "high",
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    "rationale": "Adding text and effects in editing software follows set recipes and is increasingly done automatically.",
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      4
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    "rationale": "Watching what other creators are doing is public data that software can monitor far faster than a person.",
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    "confidence": "high",
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    "rationale": "Adding product links to videos is a routine tagging job that can be done automatically.",
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    "rationale": "Speaking well with clients and the public is a live human exchange, not a document.",
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    "rationale": "AI video tools are improving fast, but filming your own short pieces means holding the camera and appearing in them.",
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    "rationale": "Booking engagements is arranging, but the deals depend on relationships with promoters and venues.",
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    "rationale": "Strategy documents are writing and analysis, and tools draft them well from a clear objective and background.",
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    "rationale": "Chasing filming permissions is standard correspondence and paperwork, though the person or venue must still agree.",
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    "rationale": "Programme planning for reputation work is documented writing that tools produce to a usable standard.",
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      4
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    "rationale": "Rewriting the same material for different audiences is exactly what these tools are good at.",
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    "rationale": "Newsletter pieces are quick for these tools to draft, though readers subscribe for the presenter's own voice and news.",
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    "rationale": "Fight and stunt choreography is built and drilled physically so performers stay safe.",
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      0,
      2,
      2
    ],
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    "unstable": false,
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3414",
    "occupationId": null
  },
  {
    "taskId": "uk-3414-T-18957",
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      0,
      2,
      1
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    "unstable": false,
    "rationale": "Asking dancers how a step feels is a conversation that happens in the studio.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2319",
    "occupationId": null
  },
  {
    "taskId": "uk-3414-T-02169",
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      10,
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    "d": [
      1,
      1,
      0,
      2,
      2
    ],
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    "unstable": false,
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
    "occupationId": null
  },
  {
    "taskId": "uk-3414-T-05887",
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      11,
      25
    ],
    "d": [
      2,
      2,
      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Designs can be drafted, but they are settled through fittings and conversations with the cast.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2319",
    "occupationId": null
  },
  {
    "taskId": "uk-3414-T-08581",
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      0,
      4
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      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Physical preparation for performance is exercise a person has to do.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2319",
    "occupationId": null
  },
  {
    "taskId": "uk-3414-T-17245",
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      14,
      28
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    "d": [
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      2,
      0,
      0,
      1
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Writing down movement uses specialist notation that is barely represented in the material AI learns from.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2319",
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  },
  {
    "taskId": "uk-3414-T-17246",
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      31,
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      1,
      0,
      0,
      2
    ],
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    "unstable": false,
    "rationale": "Movement notation systems are documented, but writing steps down accurately means watching the dance closely.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3414",
    "occupationId": null
  },
  {
    "taskId": "uk-3414-T-06754",
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    "band": "low",
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      19,
      33
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    "d": [
      2,
      1,
      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Building a production score is creative work settled in conversation with music editors.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2319",
    "occupationId": null
  },
  {
    "taskId": "uk-3414-T-11165",
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    "band": "partial",
    "range": [
      38,
      62
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    "d": [
      2,
      0,
      0,
      0,
      2
    ],
    "confidence": "low",
    "unstable": false,
    "rationale": "Personal notes and sketches record private impressions rather than anything written for a computer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2319",
    "occupationId": null
  },
  {
    "taskId": "uk-3414-T-00101",
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      14,
      28
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      2,
      1,
      0,
      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Materials can be pitched at different levels automatically, but adjusting on the spot to how a class is coping needs a teacher there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3414",
    "occupationId": null
  },
  {
    "taskId": "uk-3414-T-20457",
    "score": 9,
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    "range": [
      5,
      13
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    "d": [
      1,
      2,
      0,
      3,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Teaching dance means being in the studio with students and adjusting to them as you go, which no tool replaces.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3414",
    "occupationId": null
  },
  {
    "taskId": "uk-3414-T-04179",
    "score": 7,
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      3,
      11
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      1,
      3,
      0,
      2,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Running a practical class means demonstrating in person and correcting learners' technique as they try it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:13:44.082Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6131",
    "occupationId": null
  },
  {
    "taskId": "uk-3414-T-09562",
    "score": 58,
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    "range": [
      51,
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    "d": [
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      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Finding suitable music for sessions is a search task, though what suits a particular group is a judgement call.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3414",
    "occupationId": null
  },
  {
    "taskId": "uk-3414-T-16602",
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    "range": [
      0,
      8
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    "d": [
      1,
      3,
      0,
      3,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "One-to-one dance teaching means demonstrating, watching and correcting a body in the room, built on a relationship with the student.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3414",
    "occupationId": null
  },
  {
    "taskId": "uk-3414-T-07692",
    "score": 10,
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      6,
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    ],
    "d": [
      1,
      1,
      0,
      3,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping a young dancer going through hard work depends on encouragement from someone they know and trust in the room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3414",
    "occupationId": null
  },
  {
    "taskId": "uk-3414-T-15193",
    "score": 18,
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    "range": [
      11,
      25
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      2,
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      0,
      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Session plans are easy to draft, but running a class that mixes demonstration and practice happens live in the studio.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3414",
    "occupationId": null
  },
  {
    "taskId": "uk-3414-T-07732",
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      19,
      33
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      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "AI can find and summarise material, but the learning itself is something the teacher has to do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2313",
    "occupationId": null
  },
  {
    "taskId": "uk-3414-T-13744",
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      0,
      11
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    "d": [
      1,
      3,
      0,
      2,
      1
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Judging how someone is moving means watching them in the room and responding as they go.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3414",
    "occupationId": null
  },
  {
    "taskId": "uk-3414-T-15023",
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      0,
      1,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Planning a series of sessions is structured programme design, though it rests on knowing the specific group.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3414",
    "occupationId": null
  },
  {
    "taskId": "uk-3414-T-21150",
    "score": 53,
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    "range": [
      49,
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      0,
      1,
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    "confidence": "high",
    "unstable": false,
    "rationale": "Slides, clips and interactive materials are quick to generate, though someone still runs the session in the room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3414",
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  {
    "taskId": "uk-3414-T-05272",
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    "d": [
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      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Making props is hands-on craft work with real materials.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3414",
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  {
    "taskId": "uk-3414-T-09295",
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      3,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Helping students make sense of what they just did is a live conversation with people the teacher knows.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
    "taskId": "uk-3414-T-15090",
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    "d": [
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      1,
      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Trip plans and paperwork can be drafted quickly, but running the activity and supervising the group happens in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3414",
    "occupationId": null
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  {
    "taskId": "uk-3414-T-19951",
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    "d": [
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      1,
      1,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Watching students handle equipment safely needs an adult present who can step in straight away.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text+occupation",
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  {
    "taskId": "uk-3414-T-06265",
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    "d": [
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      4,
      1
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    "confidence": "medium",
    "unstable": false,
    "rationale": "A safe space for people to open up exists because a trusted person is there with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3414",
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  {
    "taskId": "uk-3414-T-14328",
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      2,
      2
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    "confidence": "high",
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    "rationale": "Supervising children at games and activities has to be done in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
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  {
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      3,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "A catch-up plan can be drafted from the assessment, but working through it with a struggling student happens face to face.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The rules are written down and systems can enforce them, but judging what to share in a particular case rests with a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Knowing who to ask and being able to ask them rests on personal contacts.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:08:06.879Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2162",
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  {
    "taskId": "uk-3414-T-14763",
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    "d": [
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "General office administration is screen-based, documented work software supports strongly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4159",
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  {
    "taskId": "uk-3414-T-03247",
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      0,
      2,
      1
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Refining steps happens by trying them in the studio with the choreographer watching.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:50:31.216Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
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  {
    "taskId": "uk-3414-T-14792",
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      1
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    "confidence": "high",
    "unstable": true,
    "rationale": "Performing is done with the dancer’s own body in front of an audience.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "uk-3414-T-17596",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Rehearsing an instrument is physical practice.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2319",
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  {
    "taskId": "uk-3414-T-02201",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "An audition is the dancer showing what they can do, in person, in the room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
    "taskId": "uk-3414-T-14831",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      3,
      0
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Standing in front of a live audience is the whole task, and that needs a person in the room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3413",
    "occupationId": null
  },
  {
    "taskId": "uk-3414-T-02125",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      3,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Auditioning means turning up in person and being seen, which nothing at a screen can do for you.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3413",
    "occupationId": null
  },
  {
    "taskId": "uk-3414-T-07184",
    "score": 9,
    "band": "minimal",
    "range": [
      2,
      16
    ],
    "d": [
      1,
      2,
      0,
      2,
      1
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Talking through and interpreting choreography relies on shared studio experience that is rarely written down.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3414",
    "occupationId": null
  },
  {
    "taskId": "uk-3414-T-14856",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      1,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Performing on location means physically being at the shoot, which no software can stand in for.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3413",
    "occupationId": null
  },
  {
    "taskId": "uk-3414-T-01194",
    "score": 29,
    "band": "low",
    "range": [
      22,
      36
    ],
    "d": [
      2,
      2,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "The anatomy knowledge is textbook, but applying it happens while handling animals on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:25:34.214Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6129",
    "occupationId": null
  },
  {
    "taskId": "uk-3414-T-15630",
    "score": 8,
    "band": "minimal",
    "range": [
      1,
      15
    ],
    "d": [
      1,
      3,
      0,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can help pick suitable pieces, but rehearsing them until they are audition-ready is something only the performer does.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3413",
    "occupationId": null
  },
  {
    "taskId": "uk-3414-T-02137",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      1,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "A fitting only works with the actual performer wearing the actual costume.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3413",
    "occupationId": null
  },
  {
    "taskId": "uk-3414-T-15758",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Sewing and preparing pointe shoes is fiddly handwork on the dancer’s own shoes.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3414",
    "occupationId": null
  },
  {
    "taskId": "uk-3414-T-19176",
    "score": 93,
    "band": "very high",
    "range": [
      89,
      97
    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Preparing and sending CVs, photos and showreels to companies is routine admin that tools already automate.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3414",
    "occupationId": null
  },
  {
    "taskId": "uk-3415-T-01149",
    "score": 65,
    "band": "high",
    "range": [
      58,
      72
    ],
    "d": [
      2,
      0,
      0,
      0,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Music theory is exceptionally well documented and tools produce usable harmonies, though the result usually needs shaping.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:39:01.278Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-3415-T-05317",
    "score": 58,
    "band": "partial",
    "range": [
      51,
      65
    ],
    "d": [
      2,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Music software can now draft usable pieces for many projects, though a musician still reworks them to fit the brief.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3415",
    "occupationId": null
  },
  {
    "taskId": "uk-3415-T-21872",
    "score": 58,
    "band": "partial",
    "range": [
      51,
      65
    ],
    "d": [
      2,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Jingles and background music can be generated to a usable draft; a full film score still needs a composer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:39:01.278Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-3415-T-21877",
    "score": 58,
    "band": "partial",
    "range": [
      51,
      65
    ],
    "d": [
      2,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Songwriting tools produce workable drafts about half the time, but the artist’s own voice still shapes the final song.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3415",
    "occupationId": null
  },
  {
    "taskId": "uk-3415-T-01409",
    "score": 58,
    "band": "partial",
    "range": [
      51,
      65
    ],
    "d": [
      2,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Arranging software helps a lot, but reworking someone's music for a particular effect relies on the arranger's judgement.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:39:01.278Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-3415-T-20747",
    "score": 75,
    "band": "high",
    "range": [
      68,
      82
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Turning a played idea into written notation is largely automated by notation software, with the musician tidying mistakes.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:39:01.278Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-3415-T-21873",
    "score": 58,
    "band": "partial",
    "range": [
      51,
      65
    ],
    "d": [
      2,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Orchestration follows well-documented rules, so software drafts scores, but the writing still needs real reworking.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3415",
    "occupationId": null
  },
  {
    "taskId": "uk-3415-T-00968",
    "score": 58,
    "band": "partial",
    "range": [
      51,
      65
    ],
    "d": [
      2,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Reading a script and suggesting music that fits the mood gives useful shortlists, though the final choice is a taste call.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3415",
    "occupationId": null
  },
  {
    "taskId": "uk-3415-T-04416",
    "score": 17,
    "band": "minimal",
    "range": [
      10,
      24
    ],
    "d": [
      1,
      1,
      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Agreeing where music sits in a film happens in conversation with the director, where reading the room matters.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:39:01.278Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-3415-T-06237",
    "score": 58,
    "band": "partial",
    "range": [
      51,
      65
    ],
    "d": [
      2,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Choosing instruments and harmony is documented craft software can draft, but the result still needs a composer’s ear.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3415",
    "occupationId": null
  },
  {
    "taskId": "uk-3415-T-12235",
    "score": 7,
    "band": "minimal",
    "range": [
      0,
      14
    ],
    "d": [
      1,
      3,
      0,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Playing on a recording means being in the studio with the instrument.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3413",
    "occupationId": null
  },
  {
    "taskId": "uk-3415-T-18745",
    "score": 75,
    "band": "high",
    "range": [
      68,
      82
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Reworking an existing score into another style is a well-documented transformation that music software does convincingly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3415",
    "occupationId": null
  },
  {
    "taskId": "uk-3415-T-20817",
    "score": 93,
    "band": "very high",
    "range": [
      89,
      97
    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Transposing a part into another key is a button in notation software and has been for years.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:39:01.278Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-3415-T-01840",
    "score": 9,
    "band": "minimal",
    "range": [
      2,
      16
    ],
    "d": [
      1,
      2,
      0,
      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Getting an artist the sound they want depends on being in the room and on their trust in you.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3415",
    "occupationId": null
  },
  {
    "taskId": "uk-3415-T-07075",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      3,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Directing players in rehearsal or performance means standing in front of them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:39:01.278Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-3415-T-08799",
    "score": 75,
    "band": "high",
    "range": [
      68,
      82
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Adding vocal parts and detail to an existing sketch follows documented craft rules that software applies well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:39:01.278Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-3415-T-16557",
    "score": 49,
    "band": "partial",
    "range": [
      42,
      56
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      2,
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      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Suggesting a running order and song choices is something software does reasonably, though taste and the artist decide.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3415",
    "occupationId": null
  },
  {
    "taskId": "uk-3415-T-01825",
    "score": 64,
    "band": "high",
    "range": [
      57,
      71
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    "d": [
      3,
      0,
      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Matching people to scoring, arranging and copying jobs is scheduling work software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3415",
    "occupationId": null
  },
  {
    "taskId": "uk-3415-T-05032",
    "score": 93,
    "band": "very high",
    "range": [
      89,
      97
    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Extracting individual players’ parts from a full score is automatic in the notation software already on the desk.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:39:01.278Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-3415-T-08588",
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    "band": "partial",
    "range": [
      36,
      50
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    "d": [
      2,
      1,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Trying out sounds is largely done at a computer, but judging what works is the musician’s ear.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3415",
    "occupationId": null
  },
  {
    "taskId": "uk-3415-T-15118",
    "score": 64,
    "band": "high",
    "range": [
      57,
      71
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      3,
      0,
      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Setting rehearsal dates around people’s availability is diary work software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3415",
    "occupationId": null
  },
  {
    "taskId": "uk-3415-T-19854",
    "score": 24,
    "band": "low",
    "range": [
      17,
      31
    ],
    "d": [
      1,
      1,
      0,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Learning a score and forming an interpretation happens inside the player’s own practice and cannot be handed over.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:39:01.278Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-3415-T-01357",
    "score": 64,
    "band": "high",
    "range": [
      57,
      71
    ],
    "d": [
      3,
      0,
      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Booking venues, players and accompanists is coordination and correspondence software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3415",
    "occupationId": null
  },
  {
    "taskId": "uk-3415-T-04474",
    "score": 68,
    "band": "high",
    "range": [
      61,
      75
    ],
    "d": [
      3,
      0,
      0,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Choosing repertoire follows documented reasoning, though knowing what your particular players can manage stays with you.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3415",
    "occupationId": null
  },
  {
    "taskId": "uk-3415-T-07185",
    "score": 9,
    "band": "minimal",
    "range": [
      2,
      16
    ],
    "d": [
      1,
      2,
      0,
      3,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Preparing with soloists happens face to face and depends on the working relationship between the musicians.",
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    "modelId": "claude-opus-5",
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    "rationale": "Audio editing happens on a computer, and the tools now do most standard clean-up to a professional standard.",
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    "rationale": "Changing a piece to suit the room happens live while playing to that audience.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3413",
    "occupationId": null
  },
  {
    "taskId": "uk-3415-T-16828",
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      0,
      4
    ],
    "d": [
      1,
      4,
      0,
      1,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Providing live music for a show means musicians playing in the pit or on stage.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-3415-T-05165",
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    "band": "low",
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      22,
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      2,
      2,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "A demo needs the act actually recorded, though much of the production around it can be software-made.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3415",
    "occupationId": null
  },
  {
    "taskId": "uk-3415-T-19632",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Specialising in playing an instrument or genre is skill held in a person’s hands.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3415",
    "occupationId": null
  },
  {
    "taskId": "uk-3415-T-09675",
    "score": 75,
    "band": "high",
    "range": [
      68,
      82
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    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Finding new venues is research through public listings and contact details, which software does quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3415",
    "occupationId": null
  },
  {
    "taskId": "uk-3415-T-14679",
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    "band": "minimal",
    "range": [
      4,
      18
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      1,
      2,
      0,
      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Answers can be prepared, but an interview is a live conversation with a journalist about the artist's own work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3413",
    "occupationId": null
  },
  {
    "taskId": "uk-3415-T-18959",
    "score": 75,
    "band": "high",
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      68,
      82
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      3,
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Finding new repertoire is searching and listening, which recommendation tools already do well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3413",
    "occupationId": null
  },
  {
    "taskId": "uk-3415-T-05258",
    "score": 93,
    "band": "very high",
    "range": [
      89,
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    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Social posts are short, well-patterned pieces of writing that software produces at volume and to a good standard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3412",
    "occupationId": null
  },
  {
    "taskId": "uk-3415-T-21349",
    "score": 70,
    "band": "high",
    "range": [
      63,
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    "d": [
      3,
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      0,
      1,
      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Writing and scheduling promotional posts is something AI does well, though the artist's own voice still matters.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3413",
    "occupationId": null
  },
  {
    "taskId": "uk-3415-T-03236",
    "score": 64,
    "band": "high",
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      57,
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    "d": [
      3,
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      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Sorting out admin details with a manager is email and paperwork, which AI tools draft and track easily.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3413",
    "occupationId": null
  },
  {
    "taskId": "uk-3415-T-14416",
    "score": 56,
    "band": "partial",
    "range": [
      49,
      63
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    "d": [
      3,
      1,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Getting recordings onto streaming services and into shops is largely admin software handles; physical stock is the exception.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3415",
    "occupationId": null
  },
  {
    "taskId": "uk-3415-T-21036",
    "score": 93,
    "band": "very high",
    "range": [
      86,
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    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Writing and updating website posts is routine content work software now produces at or above typical standard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3415",
    "occupationId": null
  },
  {
    "taskId": "uk-3415-T-05562",
    "score": 4,
    "band": "minimal",
    "range": [
      0,
      8
    ],
    "d": [
      1,
      3,
      0,
      3,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Workshop plans are easy to write, but delivering a music session means being in the room playing with the group.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3415",
    "occupationId": null
  },
  {
    "taskId": "uk-3415-T-20459",
    "score": 9,
    "band": "minimal",
    "range": [
      2,
      16
    ],
    "d": [
      1,
      2,
      0,
      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Teaching an instrument depends on watching a pupil play and building their confidence over time.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3415",
    "occupationId": null
  },
  {
    "taskId": "uk-3416-T-13617",
    "score": 24,
    "band": "low",
    "range": [
      17,
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    "d": [
      2,
      0,
      1,
      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Negotiating an acquisition depends on trust between buyer and seller, and terms are agreed person to person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
    "occupationId": null
  },
  {
    "taskId": "uk-3416-T-06111",
    "score": 40,
    "band": "partial",
    "range": [
      33,
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    "d": [
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      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Customer needs are written up easily, but they emerge through conversation with several groups.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2132",
    "occupationId": null
  },
  {
    "taskId": "uk-3416-T-12059",
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    "band": "very high",
    "range": [
      89,
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    "d": [
      4,
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Sales records are captured automatically at the till and kept by the system without manual work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3416",
    "occupationId": null
  },
  {
    "taskId": "uk-3416-T-13116",
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    "band": "very high",
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      79,
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      0,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Spotting sales trends and forecasting demand from records is standard analysis that software does quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
    "occupationId": null
  },
  {
    "taskId": "uk-3416-T-17169",
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    "band": "low",
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    "d": [
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      1,
      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Recommending products from stated preferences is exactly what online recommendation tools already do well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7111",
    "occupationId": null
  },
  {
    "taskId": "uk-3416-T-10334",
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    "band": "minimal",
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    "d": [
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      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Judging quality or value by inspecting goods means handling and looking at the actual items.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
    "occupationId": null
  },
  {
    "taskId": "uk-3416-T-01402",
    "score": 64,
    "band": "high",
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      60,
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    "d": [
      3,
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      0,
      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Booking and confirming customer meetings is routine scheduling and outreach.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3556",
    "occupationId": null
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  {
    "taskId": "uk-3416-T-06088",
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    "band": "high",
    "range": [
      71,
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      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Working out mark-ups and mark-downs from sales data is a pricing calculation software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
    "occupationId": null
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  {
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    "score": 64,
    "band": "high",
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      57,
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    "d": [
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Booking shipments and issuing delivery instructions is routine admin that logistics systems already automate.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
    "occupationId": null
  },
  {
    "taskId": "uk-3416-T-01364",
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      51,
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    "d": [
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Editing software can assemble sequences automatically, but deciding what works still means watching it back.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
    "occupationId": null
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  {
    "taskId": "uk-3416-T-07041",
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    "d": [
      1,
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      0,
      3,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Directing a performance happens with the actor in front of you, building on trust between the two of you.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
    "occupationId": null
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  {
    "taskId": "uk-3416-T-00969",
    "score": 83,
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      79,
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      0,
      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Reading a script and drawing out character arcs and plot structure is text analysis with abundant reference material.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
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  {
    "taskId": "uk-3416-T-03246",
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    "d": [
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      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Casting decisions are argued out between the director, casting director and producer as they watch auditions.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
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  {
    "taskId": "uk-3416-T-04881",
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    "d": [
      1,
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      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Working out sound and actor movement happens on the set, with the space and people in front of you.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
    "occupationId": null
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  {
    "taskId": "uk-3416-T-07086",
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    "d": [
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      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Calling a live broadcast is split-second decision-making in the gallery as the show happens.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
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  {
    "taskId": "uk-3416-T-14605",
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    "d": [
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      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Overseeing a studio production means being across the floor and the gallery while it is being made.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
    "occupationId": null
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  {
    "taskId": "uk-3416-T-16199",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Producing a film covers everything from planning to shooting, and much of it happens on location with a crew.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
    "occupationId": null
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  {
    "taskId": "uk-3416-T-18971",
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      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Choosing an actor is a judgement made from seeing people perform in the room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
    "occupationId": null
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  {
    "taskId": "uk-3416-T-00540",
    "score": 37,
    "band": "low",
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      30,
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    "d": [
      2,
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Shooting technique is well documented and advice can be drafted, but the call depends on this location and this scene.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
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  {
    "taskId": "uk-3416-T-02257",
    "score": 64,
    "band": "high",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Tracking spend and schedule against plan is reporting work software does quickly from the production's own figures.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
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      3
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    "scoredUnderOccupationId": "uk-soc-3416",
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      3
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    "modelId": "claude-opus-5",
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    "rationale": "Advertising roles and sifting applications is easy to automate, but hiring cast and crew turns on meeting people.",
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    "keyingScheme": "text-only",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3
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    "rationale": "Turning production requirements into clear written instructions for a team is document work software drafts well.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
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    "rationale": "Progress meetings work because people are in the room reading each other and committing to actions.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:19:38.820Z",
    "keyingScheme": "text-only",
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      3
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    "rationale": "Storyboards can be roughed out by software, though the final sequencing is a designer's call.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
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  {
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      2
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    "rationale": "Agreeing how music, sets and costumes fit together happens through the heads of department talking it out.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Giving notes in rehearsal depends on being in the room and on the performers trusting the person giving them.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-3416",
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    "rationale": "Talking an actor into a character works through the relationship between director and performer.",
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    "modelId": "claude-opus-5",
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    "rationale": "Watching footage with the director to agree cuts is two people responding to the same material together.",
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    "keyingScheme": "text-only",
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    "modelId": "claude-opus-5",
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    "unstable": false,
    "rationale": "Progress on an edit can be tracked easily, but supervising it means working alongside the editor.",
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    "modelId": "claude-opus-5",
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    "rationale": "Attending a rehearsal means being there in the room while it happens.",
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    "modelId": "claude-opus-5",
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    "rationale": "Compiling scripts and programme notes is document assembly and writing, which software does quickly.",
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    "modelId": "claude-opus-5",
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    "rationale": "A conversation with producers about a workshop is worked through between the people involved.",
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    "modelId": "claude-opus-5",
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    "rationale": "Building a production score is creative work settled in conversation with music editors.",
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    "rationale": "Tracking progress against deadlines is what project software does, with a nudge from a person when something slips.",
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    "modelId": "claude-opus-5",
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    "rationale": "Choosing a location involves visiting places and judging how they will look and work on the day.",
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    "rationale": "Timing can be measured automatically, but judging the pace a programme should run at is an editorial call.",
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    "rationale": "Researching a topic across many sources is exactly what software does quickly, leaving checking to the producer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Contacts in the industry are built through people getting to know and trust each other over years.",
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    "modelId": "claude-opus-5",
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    "unstable": false,
    "rationale": "A planning meeting with the art department is the departments working the design through together.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Running assistant directors and runners happens on the floor while the shoot is under way.",
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    "rationale": "Keeping up with industry news is reading and summarising, which software does quickly and well.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3574",
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  },
  {
    "taskId": "uk-3416-T-13611",
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      17,
      31
    ],
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      0,
      1,
      3,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Performer contracts are negotiated between agents and producers, and the terms turn on the relationship.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
    "occupationId": null
  },
  {
    "taskId": "uk-3416-T-05446",
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    "band": "partial",
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      51,
      65
    ],
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      2,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can cut between angles automatically, but making a scene feel seamless is judged by watching it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
    "occupationId": null
  },
  {
    "taskId": "uk-3416-T-07597",
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    "band": "high",
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      71,
      79
    ],
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      3,
      0,
      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Adding text and effects in editing software follows set recipes and is increasingly done automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
    "occupationId": null
  },
  {
    "taskId": "uk-3416-T-01499",
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    "range": [
      49,
      63
    ],
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      3,
      1,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Getting footage into the system is a mechanical ingest step, though older tape formats still need handling.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
    "occupationId": null
  },
  {
    "taskId": "uk-3416-T-04708",
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      71,
      79
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      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Balancing sound, colour and transitions to a brief has strong automatic tools that get close first time.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
    "occupationId": null
  },
  {
    "taskId": "uk-3416-T-05097",
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      51,
      65
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      0,
      0,
      0,
      3
    ],
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    "rationale": "A rough assembly can be produced automatically, but shaping it into something that works needs an editor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
    "occupationId": null
  },
  {
    "taskId": "uk-3416-T-05488",
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      51,
      65
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      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Technical faults can be flagged automatically, but deciding which takes are worth using is a judgement call.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
    "occupationId": null
  },
  {
    "taskId": "uk-3416-T-07028",
    "score": 38,
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      31,
      45
    ],
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      3,
      2,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Digitising is a machine process, but someone has to load and handle the physical film or tapes.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
    "occupationId": null
  },
  {
    "taskId": "uk-3416-T-12739",
    "score": 58,
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      51,
      65
    ],
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      0,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Bringing picture, score, sound and graphics together into one whole is craft judgement made by watching it back.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
    "occupationId": null
  },
  {
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      51,
      65
    ],
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      0,
      0,
      0,
      3
    ],
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    "unstable": false,
    "rationale": "Reordering and fine-tuning a cut so it runs smoothly is judged by watching, not by rule.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
    "occupationId": null
  },
  {
    "taskId": "uk-3416-T-19333",
    "score": 75,
    "band": "high",
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      71,
      79
    ],
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      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Transitions and standard effects are built-in software functions applied to a set spec.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
    "occupationId": null
  },
  {
    "taskId": "uk-3416-T-03276",
    "score": 40,
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    "range": [
      33,
      47
    ],
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      0,
      0,
      2,
      3
    ],
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    "unstable": false,
    "rationale": "Sync itself is automatic, but agreeing what the audio should do happens between editors, producers and artists.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
    "occupationId": null
  },
  {
    "taskId": "uk-3416-T-05038",
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      49,
      63
    ],
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      1,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Fixing faults in footage has strong automatic tools, though older physical formats still need handling.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
    "occupationId": null
  },
  {
    "taskId": "uk-3416-T-06199",
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      51,
      65
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      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Deciding the exact cut points for the next stage is an editorial judgement made in the suite.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
    "occupationId": null
  },
  {
    "taskId": "uk-3416-T-07027",
    "score": 83,
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      79,
      87
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      0,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning up, sharpening and upscaling pictures is now a well-developed automatic process.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
    "occupationId": null
  },
  {
    "taskId": "uk-3416-T-10183",
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      49,
      63
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      1,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Loading rushes and sound into the system is a routine ingest step, with cards and drives to handle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
    "occupationId": null
  },
  {
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      82
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      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Marking where a shot or sound starts and ends is precise, rule-based work software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-3416-T-18574",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reviewing and logging footage sequence by sequence is checking work that software does quickly and tirelessly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
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  },
  {
    "taskId": "uk-3416-T-19348",
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Setting up an edit suite means plugging in and configuring real equipment in the room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
    "occupationId": null
  },
  {
    "taskId": "uk-3416-T-21200",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Post-production technique is well documented, but applying it to a specific project still takes an experienced hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
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  {
    "taskId": "uk-3416-T-03249",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Style options can be generated quickly, but settling on a look happens in conversation with the client.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
    "occupationId": null
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  {
    "taskId": "uk-3416-T-04999",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Sound requirements are agreed between the editor and the sound team as they work through the material.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
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      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Deciding which audio effects a film needs is a creative judgement made by listening to the cut.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
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    "occupationId": null
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      71,
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      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Turning a brief into a shot list or footage outline is structured writing software drafts well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
    "occupationId": null
  },
  {
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    "score": 83,
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      79,
      87
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      0,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Searching a sound library for the right effect is a search task software does faster than a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
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  {
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      0,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Music can be shortlisted automatically, but the final passages are chosen with the music editor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
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  },
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    "taskId": "uk-3416-T-20868",
    "score": 93,
    "band": "very high",
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      89,
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    "d": [
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      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cutting clips to a stated length is a mechanical step software already performs automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
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  },
  {
    "taskId": "uk-3416-T-04031",
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    ],
    "d": [
      1,
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      0,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "A screening means people sitting together in a room watching the film.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
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  {
    "taskId": "uk-3416-T-06488",
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      3,
      1
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Good working relationships with a creative team are built between people over the course of a production.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
    "occupationId": null
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  {
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Clients explain what they actually need in conversation with someone they trust.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2134",
    "occupationId": null
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  {
    "taskId": "uk-3416-T-11598",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Continuity can be tracked automatically, but holding the whole story in mind while working is the editor's job.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
    "occupationId": null
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  {
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      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Sound layers can be assembled with a lot of help, but making a soundtrack sit right is judged by ear.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
    "occupationId": null
  },
  {
    "taskId": "uk-3416-T-20275",
    "score": 93,
    "band": "very high",
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    ],
    "d": [
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Syncing by timecode and filing the results is an automatic function in every modern editing system.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
    "occupationId": null
  },
  {
    "taskId": "uk-3416-T-06737",
    "score": 50,
    "band": "partial",
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      43,
      57
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      2,
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      0,
      0,
      2
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    "confidence": "medium",
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-3416-T-08998",
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      89,
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      4,
      0,
      0,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Encoding and uploading video to a platform's specification is a fully automated step.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
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  },
  {
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      31,
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      0,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Authoring is a software step, but producing physical discs means handling equipment and media.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
    "occupationId": null
  },
  {
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      2,
      3
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    "unstable": false,
    "rationale": "Supervising junior staff depends on knowing the individuals and their work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1131",
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  },
  {
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      51,
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      3
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    "unstable": false,
    "rationale": "Work can be checked against a written brief, but judging whether your own output is good enough stays with the person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
    "occupationId": null
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Rotas and duty lists are easy to produce, but supervising technical staff runs through the people doing the work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
    "occupationId": null
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Technical answers can be drafted well, but being the person others turn to depends on their trust in you.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
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      3
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    "rationale": "Checking timecodes and key numbers is exact, rule-based verification that software does faster and more accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Applying set security procedures to files and access is standard, well-documented practice software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
    "occupationId": null
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  {
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      1
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Judging how long an audience will laugh is instinct built from live rooms, and little of it is written down.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Producing video content covers planning through to shooting, much of it done on location with a crew.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Tracking a budget and moving resources between lines is spreadsheet work software does quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "A production meeting is the team working things through together, often in the same room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Finding funds, schemes and backers to approach is research work software does quickly and widely.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reports, call sheets and script distribution are routine admin, though some copies and spaces are still handled physically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
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      4
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    "unstable": false,
    "rationale": "Tracking spend against a production budget is number work software does continuously and accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3416",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Ordering scenes around who and what is available is a scheduling puzzle software solves well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
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    "unstable": false,
    "rationale": "Booking studio time and kit is diary and availability admin that software handles quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
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      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Working with a distribution partner is a relationship between people.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3556",
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    "d": [
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Travel and accommodation booking is largely automated already, though crew changes still need someone chasing.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
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    "d": [
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Marketing plans and campaign strategies follow well-documented patterns software drafts well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2432",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Options can be researched at a desk, but assessing a studio or location means visiting and seeing it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Expense processing and account keeping are structured, rule-based tasks that finance software already handles end to end.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3416",
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    "d": [
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Raising money for a production rests on backers trusting the individual asking.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Typing up and copy-editing a script is text work software does at least as well and far faster.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Programme ideas can be generated in bulk, but picking one a station could actually make takes editorial judgement.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Working out what extra resources a project needs is planning arithmetic done from the schedule and budget.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "A commissioning pitch succeeds on the commissioner's confidence in the person making it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Tracing rights holders and preparing clearance requests is admin software drafts well, though terms are agreed with people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Running a newsroom team depends on knowing and directing individual reporters.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T02:12:27.853Z",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Daily activity reports are a fixed template filled from records the operation already holds.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Building programme logs from a schedule is structured record-keeping software produces quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Finding suitable guests is research software does fast, though booking them means persuading them and their agents.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Guest appearance contracts are standard templates with well-known terms, so a clean first draft comes out ready to check.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      89,
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      3
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      4
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      4
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      3
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    "rationale": "Repairing a prop means working on the object itself with tools in hand.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:05:04.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3417",
    "occupationId": null
  },
  {
    "taskId": "uk-3417-T-07655",
    "score": 83,
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      79,
      87
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      3,
      0,
      0,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Specialist editing software increasingly does the retouching steps automatically to a usable standard.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:05:04.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3417",
    "occupationId": null
  },
  {
    "taskId": "uk-3417-T-12972",
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      9,
      17
    ],
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      1,
      1,
      0,
      3,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "An early briefing meeting is where client trust and shared understanding are built.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3417",
    "occupationId": null
  },
  {
    "taskId": "uk-3417-T-18423",
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    "range": [
      49,
      63
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      3,
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Digital retouching is largely automated, though work on physical negatives still needs hands.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:05:04.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3417",
    "occupationId": null
  },
  {
    "taskId": "uk-3417-T-19108",
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    "band": "high",
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      57,
      71
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Shortlisting the strongest images is selection work software does well, with the client's taste checked afterwards.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3417",
    "occupationId": null
  },
  {
    "taskId": "uk-3417-T-20766",
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      22,
      36
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      2,
      2,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The transfer itself is automatic, but the cards and cameras have to be handled.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3417",
    "occupationId": null
  },
  {
    "taskId": "uk-3417-T-00036",
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    "band": "minimal",
    "range": [
      0,
      7
    ],
    "d": [
      0,
      1,
      0,
      3,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "A reputation is earned over years through how a person actually works with clients.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3417",
    "occupationId": null
  },
  {
    "taskId": "uk-3417-T-03731",
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      3,
      17
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      1,
      3,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Layouts can be generated, but albums and framed prints have to be physically made up.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3417",
    "occupationId": null
  },
  {
    "taskId": "uk-3417-T-06512",
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      0,
      4
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    "d": [
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      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Developing film with chemicals is manual darkroom work.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3417",
    "occupationId": null
  },
  {
    "taskId": "uk-3417-T-08268",
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      0,
      4
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    "d": [
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      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Metering light means holding a meter at the scene.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3417",
    "occupationId": null
  },
  {
    "taskId": "uk-3417-T-11982",
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      36,
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    "d": [
      2,
      1,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Portfolio pages can be assembled automatically, but choosing work that represents a photographer is personal judgement.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:42:05.118Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-3417-T-13542",
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      4
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    "d": [
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      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Mounting prints is manual finishing work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:05:04.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3417",
    "occupationId": null
  },
  {
    "taskId": "uk-3417-T-15895",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Preparing a set means moving real things in a real space.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3417",
    "occupationId": null
  },
  {
    "taskId": "uk-3417-T-20354",
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    "d": [
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      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Taking photographs for publications means being where the subject is.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3417",
    "occupationId": null
  },
  {
    "taskId": "uk-3417-T-21538",
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    "d": [
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    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "A location recce means physically going and looking at the place.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3417",
    "occupationId": null
  },
  {
    "taskId": "uk-3417-T-02322",
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    "confidence": "high",
    "unstable": false,
    "rationale": "A useful contact network exists because particular people know and trust each other.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2139",
    "occupationId": null
  },
  {
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    "score": 93,
    "band": "very high",
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      89,
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      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Background research for a shoot is searching and summarising, which tools do quickly and thoroughly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3417",
    "occupationId": null
  },
  {
    "taskId": "uk-3417-T-11219",
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Laminating prints is manual finishing work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:05:04.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3417",
    "occupationId": null
  },
  {
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      89,
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      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cataloguing, tagging and organising an image library is work software now does automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3417",
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  },
  {
    "taskId": "uk-3417-T-14442",
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    "band": "partial",
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      41,
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    "d": [
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Small business admin is largely bookkeeping and scheduling that software handles.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2319",
    "occupationId": null
  },
  {
    "taskId": "uk-3417-T-20575",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Testing equipment before a shoot means switching it on and checking it by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3417",
    "occupationId": null
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Writing captions from images and shoot details is a task current tools do at professional standard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3417",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Briefing creative people and reacting to their work is a conversation, not a document.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2432",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Replies can be drafted, but an unhappy client usually wants to hear directly from the photographer.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3417",
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      0,
      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping a website working and current is well-documented web work that tools largely handle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3417",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Budgeting and invoicing is routine number and paperwork software already does accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3417",
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  {
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      3
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    "unstable": true,
    "rationale": "The paperwork can be prepared, but the film itself has to be packed and sent.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "taskId": "uk-3417-T-05098",
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    "confidence": "medium",
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    "rationale": "A sound map can be drafted from a script, though the useful version comes from the designer's ear and experience.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Mixing a live performance means hands on the desk in the room as it happens.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:31:26.785Z",
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    "scoredUnderOccupationId": "uk-soc-2129",
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      2,
      2
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    "unstable": false,
    "rationale": "Working out what a production should sound like happens in live creative conversation with directors.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Concepts can be suggested from a script, but the distinctive sound of a piece is a creative judgement.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "unstable": false,
    "rationale": "Tools can produce a serviceable mix, but a release-quality one is shaped by an engineer listening in the room.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Riding the faders during a recording session means being at the console as it happens.",
    "promptVersion": "task_scoring_v1.0",
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    "unstable": false,
    "rationale": "Rigging microphones, cables and desks for a session is entirely hands-on work in the room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3417",
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  },
  {
    "taskId": "uk-3417-T-19336",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Loading tapes into machines is manual work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:05:04.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3417",
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  },
  {
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      89,
      97
    ],
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      4,
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      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping and analysing activity logs is exactly the kind of record work software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3417",
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  },
  {
    "taskId": "uk-3417-T-04906",
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      89,
      97
    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Booking rooms and equipment is diary and inventory work software handles reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:05:04.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3417",
    "occupationId": null
  },
  {
    "taskId": "uk-3417-T-07028",
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      31,
      45
    ],
    "d": [
      3,
      2,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Digitising is a machine process, but someone has to load and handle the physical film or tapes.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
    "occupationId": null
  },
  {
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      22,
      36
    ],
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      2,
      2,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Stock records can be maintained automatically, but counting and checking the kit means handling it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:05:04.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3417",
    "occupationId": null
  },
  {
    "taskId": "uk-3417-T-16067",
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      31,
      45
    ],
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      1,
      0,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Running orders can be summarised, but familiarising yourself with a programme means listening through it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:05:04.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3417",
    "occupationId": null
  },
  {
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      89,
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      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Archiving and storing media files is automated data-management work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:05:04.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3417",
    "occupationId": null
  },
  {
    "taskId": "uk-3421-T-02302",
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      41,
      55
    ],
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      3,
      1,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Supplier briefs and sourcing lists are documents and searches software produces quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3557",
    "occupationId": null
  },
  {
    "taskId": "uk-3421-T-04400",
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      17,
      25
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      1,
      0,
      3,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Drawing out what a client really wants depends on a live conversation and reading their reactions.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:04:43.907Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-3421-T-05169",
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    "band": "partial",
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      43,
      57
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      2,
      0,
      0,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Software generates strong concept options, but tailoring them to a real budget and a real client still needs the designer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:58:15.594Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3421",
    "occupationId": null
  },
  {
    "taskId": "uk-3421-T-07754",
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    "band": "partial",
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      33,
      47
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      2,
      0,
      0,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Clients explain what they actually need in conversation with someone they trust.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2134",
    "occupationId": null
  },
  {
    "taskId": "uk-3421-T-12962",
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      19,
      33
    ],
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      2,
      1,
      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Agreeing a brief face to face depends on reading the client, even though software can draft the brief document.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:58:15.594Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3421",
    "occupationId": null
  },
  {
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    "band": "very high",
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      76,
      90
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      3,
      0,
      0,
      0,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Design trends are widely published and easy for these tools to gather, though taste develops with a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:34:23.812Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3554",
    "occupationId": null
  },
  {
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      19,
      33
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      2,
      1,
      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Space-planning ideas can be drafted by software, but agreeing them with architects is a professional negotiation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:58:15.594Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3421",
    "occupationId": null
  },
  {
    "taskId": "uk-3421-T-00517",
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      41,
      55
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      3,
      1,
      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Advice on colours, furnishings and equipment is well documented, so software gives strong suggestions; seeing the actual room still helps.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:58:15.594Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3421",
    "occupationId": null
  },
  {
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      30,
      44
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      2,
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      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Image tools can suggest and visualise furnishing options, but seeing the real space and materials still shapes the final choice.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:57:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3421",
    "occupationId": null
  },
  {
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      19,
      33
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      0,
      2,
      2
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    "confidence": "medium",
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    "rationale": "Aligning several professionals depends on live give-and-take between people, though software can prepare the agendas and record what was agreed.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:26:46.737Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2121",
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  },
  {
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      43,
      57
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      0,
      1,
      0,
      3
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    "confidence": "medium",
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    "rationale": "Software can produce a usable first pass at drawings, though a complete package the client can build from still needs the designer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:57:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3421",
    "occupationId": null
  },
  {
    "taskId": "uk-3421-T-06020",
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      43,
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      0,
      0,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can generate options, but judging how a component should look, feel and function stays with designers.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.435Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2126",
    "occupationId": null
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  {
    "taskId": "uk-3421-T-07231",
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      19,
      33
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      0,
      2,
      2
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    "confidence": "medium",
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    "rationale": "Checking a client is happy with the direction depends on live conversation, though software can prepare the agenda.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:58:15.594Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3421",
    "occupationId": null
  },
  {
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      31,
      45
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      0,
      0,
      2
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    "confidence": "medium",
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    "rationale": "Software can propose layouts that suit selling or productivity, but making them work in a specific building needs the designer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:58:15.594Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3421",
    "occupationId": null
  },
  {
    "taskId": "uk-3421-T-12901",
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      4,
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      1,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Someone has to stand in the room with a tape or laser to record real dimensions.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:58:15.594Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3421",
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  {
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      31,
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      0,
      2
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    "rationale": "Planning a layout is desk work software can start, but the specific building's quirks still drive the answer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:58:15.594Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3421",
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  },
  {
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      2,
      2
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    "confidence": "medium",
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    "rationale": "Software can build the presentation, but winning approval usually depends on the designer presenting it in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:58:15.594Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3421",
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  {
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Gathering reference information and images is desk research that software does quickly and well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:58:15.594Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3421",
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  {
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      3,
      2
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    "confidence": "high",
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    "rationale": "Clients buy interior design from a person they trust and like, so the selling itself depends on that relationship.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:57:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3421",
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  {
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      0,
      0,
      3
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    "confidence": "high",
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    "rationale": "Testing a prototype inside design software is screen work with well documented methods.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2122",
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  {
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      0,
      3
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    "confidence": "medium",
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    "rationale": "Material properties and costs are well documented, so software can assess practicality with light checking by the designer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3421",
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  {
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      2
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    "confidence": "medium",
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    "rationale": "A feasibility study can be drafted by software, but the decisive facts come from the specific site and budget.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:58:15.594Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3421",
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  {
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      0,
      1,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can produce a usable first pass at building plans, but the finished, approvable drawing still needs the designer's work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:57:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3421",
    "occupationId": null
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  {
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    "band": "high",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Accessibility rules are written down, so software can draft compliant plans, with a professional checking before sign-off.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:58:15.594Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3421",
    "occupationId": null
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  {
    "taskId": "uk-3421-T-06557",
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      2,
      2
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    "confidence": "medium",
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    "rationale": "Early ideas can be sketched quickly, but the useful information comes from meeting the client and seeing the space.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2131",
    "occupationId": null
  },
  {
    "taskId": "uk-3421-T-08383",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking materials and costs against a budget is arithmetic and comparison against records.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:42:09.184Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1134",
    "occupationId": null
  },
  {
    "taskId": "uk-3421-T-11414",
    "score": 30,
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    "keyingScheme": "text+occupation",
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    "keyingScheme": "text+occupation",
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    "modelId": "claude-opus-5",
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    "rationale": "Software can work out the numbers, but agreeing a fee is a live negotiation where the relationship shapes the result.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Checking quote figures and comparing prices is document work software does quickly and accurately.",
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    "rationale": "Mood boards are curated images, and image tools now assemble convincing ones for the designer to edit.",
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    "rationale": "Image tools now produce mood boards and rough visuals to a standard clients accept for early review.",
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    "rationale": "Pricing fitted furniture from a specification is calculation work software does reliably once measurements are known.",
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    "rationale": "Arranging and briefing subcontractors is largely written coordination, though it depends on trusted local relationships.",
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    "rationale": "Working with a sales team towards targets is about people and shared effort, not a document software can produce.",
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    "rationale": "Sorting out a guest's problem quickly usually means noticing it and dealing with it there at the table.",
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    "rationale": "Trend reports can be assembled from coverage, but attending shows and seeing garments live is a trip.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
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    "rationale": "AI can restyle a look for the mass market, but cost and manufacturing limits need designer judgment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Writing up dimensions and details into a specification sheet is structured document work.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Cutting cloth to a pattern is done with scissors in hand.",
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    "rationale": "Design software is well documented and AI generates strong first-pass artwork and prints.",
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    "rationale": "Runway and street imagery is abundant online, and spotting recurring shapes suits pattern analysis.",
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    "rationale": "Producing artwork in standard design software is well documented and AI-assisted.",
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    "rationale": "Mood boards are curated images, and image tools now assemble convincing ones for the designer to edit.",
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    "rationale": "Meetings can be prepared for, but the meeting itself is face to face.",
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    "rationale": "Contract text drafts easily, but terms are agreed between people who work together repeatedly.",
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    "rationale": "Marketing for a small business is well-documented territory where AI drafts most of the material.",
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    "rationale": "Showing a collection at a trade fair means being on the stand with the clothes.",
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    "rationale": "Costume details are worked out with the production team during rehearsals and fittings.",
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    "rationale": "The point of attending is to be there and take in the space, which cannot be done from a desk.",
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    "rationale": "Directing technicians is about guiding people day to day, which is not something software produces.",
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    "rationale": "Supervising a design team is about judgement and people, which software can support but not replace.",
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    "rationale": "Published safety rules and market data can be pulled together automatically, though handling qualities must be judged with the product in hand.",
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    "rationale": "Concepts for window and interior displays can be generated on screen, though the final look is judged in the space.",
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    "rationale": "Tracking progress against deadlines is what project software does, with a nudge from a person when something slips.",
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    "confidence": "high",
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    "rationale": "Designing a research plan follows well-documented method that tools reproduce reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Jewellery quality is judged with the piece in your hand under magnification.",
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    "rationale": "AI generates jewellery concepts easily, but production-ready models need specialist skill.",
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    "rationale": "Hammering and forming metal is physical craft.",
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    "rationale": "Filing and smoothing joints is handwork.",
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    "rationale": "Annealing metal in a gas oven is workshop work.",
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    "confidence": "medium",
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    "rationale": "Market information can be gathered digitally, but buyers share what really sells in conversation.",
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    "rationale": "Replacing clasps and mountings is repair handwork.",
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    "rationale": "Specification documents including metal content and weight follow standard formats and calculations.",
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    "rationale": "Piercing and sawing ornament is hand skill.",
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    "rationale": "Adding up equipment, time and labour costs is structured calculation that software handles quickly from the usual company data.",
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    "rationale": "Writing and designing promotional posts is one of the things AI does most reliably.",
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    "rationale": "Plating articles is a physical process at the tank.",
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    "rationale": "Trend research to judge what will sell is reading and analysis with abundant sources.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3422",
    "occupationId": null
  },
  {
    "taskId": "uk-3422-T-21182",
    "score": 83,
    "band": "very high",
    "range": [
      76,
      90
    ],
    "d": [
      3,
      0,
      0,
      0,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Design software and AI tools now produce strong artwork, with the sign maker refining it for print.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5449",
    "occupationId": null
  },
  {
    "taskId": "uk-3422-T-00779",
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    "band": "high",
    "range": [
      71,
      79
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Interpreting test data to guide design is statistical work software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3422",
    "occupationId": null
  },
  {
    "taskId": "uk-3422-T-05278",
    "score": 10,
    "band": "minimal",
    "range": [
      3,
      17
    ],
    "d": [
      1,
      3,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Samples are physically made before a customer can judge them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3422",
    "occupationId": null
  },
  {
    "taskId": "uk-3422-T-08587",
    "score": 29,
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    "range": [
      22,
      36
    ],
    "d": [
      2,
      2,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Colour and texture ideas can be generated, but the experimenting happens with real fabric.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3422",
    "occupationId": null
  },
  {
    "taskId": "uk-3422-T-12155",
    "score": 65,
    "band": "high",
    "range": [
      53,
      77
    ],
    "d": [
      2,
      0,
      0,
      0,
      4
    ],
    "confidence": "low",
    "unstable": false,
    "rationale": "Keeping up with techniques is reading, which AI can summarise, though the skill is the person's.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3422",
    "occupationId": null
  },
  {
    "taskId": "uk-3422-T-15774",
    "score": 10,
    "band": "minimal",
    "range": [
      3,
      17
    ],
    "d": [
      1,
      3,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Making a sample to a customer's specification is physical production.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3422",
    "occupationId": null
  },
  {
    "taskId": "uk-3422-T-18099",
    "score": 83,
    "band": "very high",
    "range": [
      79,
      87
    ],
    "d": [
      3,
      0,
      0,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Sustainable textile developments are widely published, which suits AI research and comparison.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3422",
    "occupationId": null
  },
  {
    "taskId": "uk-3422-T-19658",
    "score": 83,
    "band": "very high",
    "range": [
      79,
      87
    ],
    "d": [
      3,
      0,
      0,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Scanning trade press and websites for fabric trends is the kind of reading AI speeds up.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3422",
    "occupationId": null
  },
  {
    "taskId": "uk-3422-T-01571",
    "score": 14,
    "band": "minimal",
    "range": [
      7,
      21
    ],
    "d": [
      2,
      3,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Standards are documented, but assessing a finished textile item means handling it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3422",
    "occupationId": null
  },
  {
    "taskId": "uk-3422-T-06638",
    "score": 58,
    "band": "partial",
    "range": [
      54,
      62
    ],
    "d": [
      2,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "AI produces plenty of concepts, though choosing a direction with real appeal needs a designer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3422",
    "occupationId": null
  },
  {
    "taskId": "uk-3422-T-10167",
    "score": 43,
    "band": "partial",
    "range": [
      36,
      50
    ],
    "d": [
      2,
      1,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Performance targets are documented, but new product ideas are proved by making and testing.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3422",
    "occupationId": null
  },
  {
    "taskId": "uk-3422-T-12889",
    "score": 8,
    "band": "minimal",
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      4,
      12
    ],
    "d": [
      1,
      3,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Taking measurements during production means being at the machine with instruments.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5223",
    "occupationId": null
  },
  {
    "taskId": "uk-3422-T-15841",
    "score": 75,
    "band": "high",
    "range": [
      68,
      82
    ],
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      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Concept sketches are exactly what image tools now produce quickly, though the designer picks and refines them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:58:15.594Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3421",
    "occupationId": null
  },
  {
    "taskId": "uk-3422-T-21551",
    "score": 14,
    "band": "minimal",
    "range": [
      7,
      21
    ],
    "d": [
      2,
      3,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Gathering ideas by visiting places is a physical trip, even though much can be researched online.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3422",
    "occupationId": null
  },
  {
    "taskId": "uk-3422-T-06472",
    "score": 38,
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      31,
      45
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      2,
      1,
      0,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Formulae can be calculated, though the right recipe for a sample range comes from testing.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3422",
    "occupationId": null
  },
  {
    "taskId": "uk-3422-T-06775",
    "score": 8,
    "band": "minimal",
    "range": [
      4,
      12
    ],
    "d": [
      1,
      3,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Making a working prototype is workshop and laboratory work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:31:26.786Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2129",
    "occupationId": null
  },
  {
    "taskId": "uk-3422-T-10778",
    "score": 43,
    "band": "partial",
    "range": [
      39,
      47
    ],
    "d": [
      2,
      0,
      0,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Turning a client's rough idea into drawings is something design tools can draft for the designer to refine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5441",
    "occupationId": null
  },
  {
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      32,
      46
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    "d": [
      3,
      1,
      0,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Presentation material drafts well, but approval comes from a conversation with the client.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3422",
    "occupationId": null
  },
  {
    "taskId": "uk-3422-T-04558",
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    "range": [
      13,
      27
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    "d": [
      2,
      2,
      0,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Questions can be scripted, but customers explain what they want in conversation with a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7111",
    "occupationId": null
  },
  {
    "taskId": "uk-3422-T-15141",
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      33,
      47
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      0,
      0,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Plans can be drafted, but agreeing a design direction across teams happens in meetings.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3422",
    "occupationId": null
  },
  {
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      76,
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      0,
      0,
      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Following advances in manufacturing technology is reading and summarising published material.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:36:21.102Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2431",
    "occupationId": null
  },
  {
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      79,
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      0,
      0,
      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Researching emerging technology is well-documented desk work AI handles quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3422",
    "occupationId": null
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  {
    "taskId": "uk-3422-T-02184",
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      0,
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      3,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Standing on a stand at a trade show and meeting people in person is something only a person can do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3552",
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  {
    "taskId": "uk-3422-T-07976",
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      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Tracking deliverables against deadlines is project administration software already supports.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3422",
    "occupationId": null
  },
  {
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      0,
      3,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Client consultation depends on an ongoing relationship with that particular client.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:25:43.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2141",
    "occupationId": null
  },
  {
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      3,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Working as part of a team is about how colleagues relate to each other, which needs the person actually being there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:57:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3422",
    "occupationId": null
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  {
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      0,
      0,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can suggest design changes, but knowing what a particular factory can actually make comes from local, hard-won knowledge.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3429",
    "occupationId": null
  },
  {
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      0,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Judging whether a concept can be made depends on the specific plant and suppliers, which sits outside what software knows.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3429",
    "occupationId": null
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  {
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      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can produce a usable first pass at a design drawing, though a finished, production-ready design still needs the designer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:57:05Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3429",
    "occupationId": null
  },
  {
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    "d": [
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Tools generate drawings and illustrations quickly, though painted or hand-drawn work and final technical accuracy still need the designer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3429",
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  },
  {
    "taskId": "uk-3429-T-05212",
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      0,
      0,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Generating first sketches and outline plans is something image and concept tools now do well from a written brief.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3429",
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  {
    "taskId": "uk-3429-T-20488",
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      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Refining a design through real testing needs physical prototypes and real users, not just a description of them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3429",
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  },
  {
    "taskId": "uk-3429-T-02188",
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      1,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "The point of attending is to be there and take in the space, which cannot be done from a desk.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3429",
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  {
    "taskId": "uk-3429-T-05170",
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    "rationale": "Risk assessments follow standard templates that software drafts well, though someone must check the actual venue and put controls in place.",
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    "rationale": "Checking a machine works properly means switching it on and looking at it.",
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    "rationale": "Programme design draws on published research and regulations and is largely a writing task.",
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    "rationale": "Running a venue means being on site dealing with bookings, kit and conditions.",
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    "rationale": "Guidance is published, but safeguarding decisions must be handled by a designated, accountable person.",
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    "confidence": "medium",
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    "rationale": "Publicity copy and briefing notes are content work software produces quickly.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-1139",
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    "rationale": "Budget management is spreadsheet and reporting work built from figures already recorded.",
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    "rationale": "Arranging meetings around people's availability is exactly what calendar software already does.",
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    "unstable": false,
    "rationale": "Bids can be drafted, but funding usually turns on relationships and a convincing case for this area.",
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    "rationale": "Matching people to volunteering opportunities is largely a search task, though encouragement comes from a person.",
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    "rationale": "Attending conferences and training is about being there and meeting people in the field.",
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    "rationale": "Appearing at a charity event on a club's behalf means turning up in person.",
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    "rationale": "Analysing swim data to find performance gains is well-supported desk work using timing and video records.",
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    "rationale": "First aid and resuscitation are done with your hands on the casualty.",
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    "rationale": "Judging a swimmer's injury involves seeing and handling them, and proper assessment needs medical training.",
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    "rationale": "Injury assessment involves looking at and handling the player, and diagnosis needs clinical training.",
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    "rationale": "Personal training happens with the trainer in the room, watching and correcting the client as they move.",
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    "rationale": "The written plan is easy to generate, but supervising someone doing it means being in the gym.",
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    "rationale": "Leading a class is done in the room with the participants in front of you.",
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    "rationale": "The rules are written down and easy to check, but following them on the gym floor is down to the person there.",
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    "rationale": "Personal training plans are exactly the kind of thing software builds well from goals and history, though clients value a person's input.",
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    "rationale": "Writing adverts, posts and offers to attract clients is exactly what AI writing tools do well.",
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    "rationale": "Website, blog and social posts that keep a profile visible are quick for software to produce in the writer's style.",
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    "rationale": "Membership selling mostly happens face to face in the club, where persuasion and rapport do the work.",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-21264",
    "score": 0,
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      0,
      4
    ],
    "d": [
      0,
      4,
      3,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Navigating in flight means operating the aircraft's instruments from the flight deck in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:25:43.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-00277",
    "score": 9,
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      2,
      16
    ],
    "d": [
      2,
      3,
      3,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Systems can suggest a new route, but changing course in flight is a decision made aboard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:25:43.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-01512",
    "score": 53,
    "band": "partial",
    "range": [
      46,
      60
    ],
    "d": [
      3,
      0,
      2,
      1,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Weather data is abundant and machines interpret it well, but the licensed commander still owns the go/no-go call and briefs the crew.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-03859",
    "score": 46,
    "band": "partial",
    "range": [
      39,
      53
    ],
    "d": [
      3,
      1,
      2,
      0,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Rostering software already tracks duty hours against published limits, so most of the checking is done.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:25:43.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-04208",
    "score": 11,
    "band": "minimal",
    "range": [
      4,
      18
    ],
    "d": [
      2,
      3,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Testing safety systems means being in the aircraft operating switches and watching the indications.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:25:43.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-04820",
    "score": 23,
    "band": "low",
    "range": [
      16,
      30
    ],
    "d": [
      2,
      1,
      2,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Much of this coordination is short standard messages, but the live back-and-forth around a moving aircraft is handled by licensed crew and controllers.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-05354",
    "score": 12,
    "band": "minimal",
    "range": [
      8,
      16
    ],
    "d": [
      3,
      3,
      3,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Instrument comparison is automated in modern aircraft, but the pilot doing it must be in the seat.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:25:43.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-08778",
    "score": 88,
    "band": "very high",
    "range": [
      84,
      92
    ],
    "d": [
      4,
      0,
      1,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Filing a flight plan is a standard electronic submission that software already sends automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:25:43.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-10182",
    "score": 19,
    "band": "minimal",
    "range": [
      12,
      26
    ],
    "d": [
      4,
      3,
      2,
      0,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Route data is already uplinked to aircraft computers, but someone in the cockpit loads and checks it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:25:43.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-13284",
    "score": 36,
    "band": "low",
    "range": [
      29,
      43
    ],
    "d": [
      3,
      1,
      2,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Flight data is analysed by software very effectively, but judgements about crew technique are signed off by licensed examiners inside the airline.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-16954",
    "score": 9,
    "band": "minimal",
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      2,
      16
    ],
    "d": [
      1,
      2,
      3,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Handling a real emergency means a licensed pilot or controller acting on the spot, with legal responsibility for the decision.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-17572",
    "score": 12,
    "band": "minimal",
    "range": [
      8,
      16
    ],
    "d": [
      3,
      3,
      3,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Aircraft systems already track fuel, position and weather, though a pilot on board must be watching.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:25:43.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-18544",
    "score": 56,
    "band": "partial",
    "range": [
      52,
      60
    ],
    "d": [
      4,
      1,
      2,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Weighing load, fuel and weather against a route is arithmetic that flight-planning systems do well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:25:43.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-19042",
    "score": 56,
    "band": "partial",
    "range": [
      49,
      63
    ],
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      4,
      1,
      2,
      0,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Picking the best route, height and speed is an optimisation problem software already solves well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:25:43.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-19755",
    "score": 0,
    "band": "minimal",
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      0,
      4
    ],
    "d": [
      0,
      4,
      3,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Even on autopilot, steering the aircraft means a pilot physically at the controls.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:25:43.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-20949",
    "score": 35,
    "band": "low",
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      28,
      42
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      3,
      1,
      3,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Machines read instrument data well, but in the cockpit or control room a licensed person must interpret it and act on it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-21530",
    "score": 75,
    "band": "high",
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      71,
      79
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      4,
      0,
      2,
      0,
      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Checking a plan against route and weather data is a desk comparison that software does quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:25:43.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-01372",
    "score": 42,
    "band": "partial",
    "range": [
      35,
      49
    ],
    "d": [
      3,
      1,
      1,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Booking heavy maintenance is scheduling and paperwork that planning systems already handle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:25:43.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-02297",
    "score": 20,
    "band": "low",
    "range": [
      13,
      27
    ],
    "d": [
      3,
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      2,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The briefing content writes itself from flight data, but crews expect a real captain to deliver it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:25:43.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-02864",
    "score": 14,
    "band": "minimal",
    "range": [
      7,
      21
    ],
    "d": [
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      2,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking figures is easy for software, but this checking happens in the cockpit during flight.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:25:43.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-03986",
    "score": 8,
    "band": "minimal",
    "range": [
      1,
      15
    ],
    "d": [
      2,
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      2,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Drills mean people physically practising emergency actions together.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:25:43.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-04438",
    "score": 9,
    "band": "minimal",
    "range": [
      2,
      16
    ],
    "d": [
      2,
      3,
      2,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "This is a short face-to-face confirmation on the ramp with the refueller.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:25:43.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-05477",
    "score": 63,
    "band": "high",
    "range": [
      56,
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    ],
    "d": [
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      0,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "The extra-fuel calculation is routine maths, though the final call is legally the commander's.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:25:43.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-07959",
    "score": 56,
    "band": "partial",
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      52,
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    "d": [
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      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Load sheets and weight limits are arithmetic that departure control systems already produce.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:25:43.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-09494",
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Spotting a defect takes eyes on the aircraft, even though writing the report afterwards is easy.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:25:43.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-12069",
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    "band": "minimal",
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    "d": [
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      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Talking with cabin crew during a flight needs a person on board the aircraft.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:25:43.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-13714",
    "score": 23,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The entry can be drafted from system data, but signing the technical log is the commander's legal act.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:25:43.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-17276",
    "score": 75,
    "band": "high",
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      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Flight and fuel figures are already captured electronically, so the writing-up is easy to automate; a licensed pilot still signs the record.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3511",
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  },
  {
    "taskId": "uk-3511-T-17583",
    "score": 0,
    "band": "minimal",
    "range": [
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    "d": [
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      3,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Setting engine power means hands on the throttles in the cockpit.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:25:43.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-17958",
    "score": 42,
    "band": "partial",
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    "d": [
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Writing up an incident to a set reporting format is straightforward document work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:25:43.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-18707",
    "score": 75,
    "band": "high",
    "range": [
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    "d": [
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Reading through a route and briefing pack is document checking that software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:25:43.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-19991",
    "score": 4,
    "band": "minimal",
    "range": [
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      11
    ],
    "d": [
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      3,
      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Supervising a crew means being on the flight deck with them during the operation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:25:43.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-21921",
    "score": 88,
    "band": "very high",
    "range": [
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    ],
    "d": [
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      0,
      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Turning recorded flight data into a written record is routine, well-templated writing.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:25:43.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
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  {
    "taskId": "uk-3511-T-07948",
    "score": 9,
    "band": "minimal",
    "range": [
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    "d": [
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      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Meeting noise rules depends on how the pilot actually flies the departure and approach.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:25:43.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-10213",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      3,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Spotting wear and damage means physically going over the airframe by hand and eye, which software cannot do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-12218",
    "score": 64,
    "band": "high",
    "range": [
      57,
      71
    ],
    "d": [
      4,
      1,
      0,
      1,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Standard announcements are scripted and already delivered by recorded or synthesised voice on many aircraft, though a crew member triggers them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-14200",
    "score": 23,
    "band": "low",
    "range": [
      16,
      30
    ],
    "d": [
      2,
      1,
      3,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Changing fuel, load or route is a safety decision the licensed captain must own.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-17914",
    "score": 56,
    "band": "partial",
    "range": [
      49,
      63
    ],
    "d": [
      3,
      0,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Incident reports follow set formats and can be drafted automatically, but the crew member involved is legally the one who must report.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-12075",
    "score": 88,
    "band": "very high",
    "range": [
      84,
      92
    ],
    "d": [
      4,
      0,
      1,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Tracking licence and certificate expiry dates is structured record-keeping that software handles reliably and prompts on automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-00674",
    "score": 40,
    "band": "partial",
    "range": [
      33,
      47
    ],
    "d": [
      3,
      0,
      3,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Raising the alarm is a fast, rule-driven step that systems can trigger, though the licensed controller carries the duty to make the call.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-09157",
    "score": 18,
    "band": "minimal",
    "range": [
      14,
      22
    ],
    "d": [
      2,
      1,
      4,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Issuing a clearance is legally an act only a licensed controller may perform.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:25:43.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-10677",
    "score": 24,
    "band": "low",
    "range": [
      20,
      28
    ],
    "d": [
      2,
      0,
      4,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Height instructions come from a screen, but the law reserves the instruction to a licensed controller.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:25:43.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-11101",
    "score": 18,
    "band": "minimal",
    "range": [
      14,
      22
    ],
    "d": [
      2,
      1,
      4,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Only a licensed controller may lawfully authorise a landing or take-off.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:25:43.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-13105",
    "score": 24,
    "band": "low",
    "range": [
      20,
      28
    ],
    "d": [
      2,
      0,
      4,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Conflict-alert software already watches the picture, but keeping aircraft apart is legally the job of a licensed controller, not a machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-00703",
    "score": 38,
    "band": "low",
    "range": [
      31,
      45
    ],
    "d": [
      3,
      0,
      4,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Choosing a cruising level is a solvable planning problem, but the instruction comes from a licensed controller.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:25:43.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-03733",
    "score": 69,
    "band": "high",
    "range": [
      65,
      73
    ],
    "d": [
      4,
      0,
      2,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Pulling flight information together from radar feeds is data handling that systems already do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:25:43.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-06227",
    "score": 38,
    "band": "low",
    "range": [
      31,
      45
    ],
    "d": [
      3,
      0,
      4,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Timing a vector change is calculable, yet the law reserves the instruction to a licensed controller.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:25:43.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-09286",
    "score": 16,
    "band": "minimal",
    "range": [
      9,
      23
    ],
    "d": [
      2,
      1,
      4,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Taxi guidance depends on watching the airfield and is legally a licensed controller's instruction.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:25:43.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-10118",
    "score": 44,
    "band": "partial",
    "range": [
      37,
      51
    ],
    "d": [
      3,
      0,
      3,
      1,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Weather warnings come from published feeds, but passing them to pilots is a controller's regulated duty.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:25:43.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-12308",
    "score": 13,
    "band": "minimal",
    "range": [
      9,
      17
    ],
    "d": [
      1,
      1,
      4,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Only a licensed air traffic controller may give approach instructions to aircraft, so this cannot legally be handed to software.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-14450",
    "score": 23,
    "band": "low",
    "range": [
      16,
      30
    ],
    "d": [
      2,
      1,
      3,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Software already helps sequence aircraft, but the person directing movements must hold a controller's licence and answer for every decision.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-18335",
    "score": 11,
    "band": "minimal",
    "range": [
      4,
      18
    ],
    "d": [
      1,
      0,
      4,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Emergencies are unpredictable and the response is legally a licensed controller's.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:25:43.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-20753",
    "score": 32,
    "band": "low",
    "range": [
      25,
      39
    ],
    "d": [
      3,
      0,
      4,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Handovers follow a fixed protocol and are already partly electronic, but remain a licensed controller's act.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:25:43.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-03786",
    "score": 88,
    "band": "very high",
    "range": [
      84,
      92
    ],
    "d": [
      4,
      0,
      1,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Daily operational reports pull together numbers that systems already hold, making them easy to generate automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-04877",
    "score": 16,
    "band": "minimal",
    "range": [
      9,
      23
    ],
    "d": [
      2,
      1,
      3,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Search coordination pulls together several agencies in real time under a controller's authority.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:25:43.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-07994",
    "score": 9,
    "band": "minimal",
    "range": [
      2,
      16
    ],
    "d": [
      1,
      2,
      3,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Keeping the apron safe depends on watching what is actually moving on the ground.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:25:43.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-10117",
    "score": 32,
    "band": "low",
    "range": [
      25,
      39
    ],
    "d": [
      3,
      0,
      4,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Collision-warning systems already do this, but the spoken traffic call is a licensed controller's act.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:25:43.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-10721",
    "score": 32,
    "band": "low",
    "range": [
      25,
      39
    ],
    "d": [
      3,
      0,
      4,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Holding instructions follow a clear rule, though only a licensed controller may issue them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:25:43.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-11997",
    "score": 17,
    "band": "minimal",
    "range": [
      13,
      21
    ],
    "d": [
      1,
      0,
      4,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Talking to aircraft on frequency is the licensed controller's own act; only a licensed person may provide that service.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-14360",
    "score": 47,
    "band": "partial",
    "range": [
      40,
      54
    ],
    "d": [
      3,
      0,
      3,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Sequencing traffic into a sector is a planning calculation that flow-management tools already assist.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:25:43.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-16578",
    "score": 20,
    "band": "low",
    "range": [
      13,
      27
    ],
    "d": [
      2,
      0,
      4,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Diverting an aircraft in an emergency is a judgement call reserved to a licensed controller.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:25:43.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-17612",
    "score": 75,
    "band": "high",
    "range": [
      68,
      82
    ],
    "d": [
      4,
      0,
      2,
      0,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Passing movement and status data between agencies is standard message traffic that aviation systems already exchange automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-20628",
    "score": 24,
    "band": "low",
    "range": [
      20,
      28
    ],
    "d": [
      2,
      0,
      4,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "En-route control is done at a screen, but the law reserves the instructions to a licensed controller.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:25:43.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-04184",
    "score": 39,
    "band": "low",
    "range": [
      32,
      46
    ],
    "d": [
      3,
      1,
      2,
      1,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Briefing packs are already assembled automatically from weather and notice data, though the captain delivers the briefing and owns the decisions in it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-07073",
    "score": 20,
    "band": "low",
    "range": [
      13,
      27
    ],
    "d": [
      2,
      1,
      3,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Directing vehicles and aircraft on the ground depends on seeing what is happening outside.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:25:43.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-11868",
    "score": 88,
    "band": "very high",
    "range": [
      84,
      92
    ],
    "d": [
      4,
      0,
      1,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Movement records are structured data already held in airline and airport systems, so keeping them up to date is straightforward to automate.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-12058",
    "score": 88,
    "band": "very high",
    "range": [
      84,
      92
    ],
    "d": [
      4,
      0,
      1,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping records to a set legal format is exactly the kind of paperwork software handles.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:25:43.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-16686",
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      15
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      1,
      1,
      3,
      3,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Trainee controllers learn by working live traffic beside an experienced mentor who takes responsibility.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-18050",
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      33,
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      3,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Asking for a level or route change follows clear rules, but a licensed controller makes the request.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-12716",
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      15,
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      0,
      3,
      2,
      2
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    "unstable": false,
    "rationale": "Disruption means unusual situations where a controller has to improvise under pressure.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-18660",
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      68,
      82
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    "d": [
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      0,
      2,
      0,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking records against rules is exactly the sort of pattern work machines do well, though a named postholder still answers for compliance.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-04689",
    "score": 42,
    "band": "partial",
    "range": [
      35,
      49
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    "d": [
      3,
      1,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Airfield lighting is switched from a console and much of it already runs on automatic schedules.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:25:43.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-10713",
    "score": 10,
    "band": "minimal",
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      3,
      17
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    "d": [
      2,
      2,
      3,
      3,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Flight instruction happens in the aircraft with a licensed instructor sitting beside the student.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:25:43.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-00101",
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      16,
      30
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      3,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can suggest different explanations, but judging what a particular learner needs happens live in the cockpit or classroom with an approved instructor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-16602",
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    "band": "minimal",
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      4,
      28
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    "d": [
      2,
      2,
      0,
      3,
      3
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    "confidence": "low",
    "unstable": false,
    "rationale": "One-to-one tuition works through a personal relationship built over repeated sessions with the learner.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:25:43.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-20457",
    "score": 10,
    "band": "minimal",
    "range": [
      6,
      14
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    "d": [
      2,
      2,
      3,
      3,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Flight training must be delivered by an approved instructor, and much of it happens in the aircraft with the learner alongside.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-04179",
    "score": 3,
    "band": "minimal",
    "range": [
      0,
      7
    ],
    "d": [
      1,
      3,
      3,
      3,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Demonstrating how to fly happens in the aircraft or simulator with an approved instructor and a learner watching, so software cannot stand in.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-15193",
    "score": 15,
    "band": "minimal",
    "range": [
      8,
      22
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    "d": [
      2,
      2,
      2,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Lesson plans can be drafted by machine, but running the sessions means being there with learners in the classroom, simulator or aircraft.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-02835",
    "score": 11,
    "band": "minimal",
    "range": [
      4,
      18
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    "d": [
      2,
      3,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Pre-flight instrument checks mean sitting in the cockpit operating switches and reading the displays.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:25:43.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-08399",
    "score": 3,
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    "range": [
      0,
      10
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    "d": [
      1,
      3,
      4,
      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Testing a pilot's flying skill is legally an examiner's act carried out in the aircraft or simulator.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:25:43.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-06783",
    "score": 66,
    "band": "high",
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      62,
      70
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    "d": [
      3,
      0,
      1,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Turning evaluation data into recommendations about a course is well-documented analysis that software drafts capably for a training manager to approve.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-18583",
    "score": 66,
    "band": "high",
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      62,
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    "d": [
      3,
      0,
      1,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Reviewing course material and teaching methods is desk work with plenty of written evidence, so machines can produce a solid draft review.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-01677",
    "score": 23,
    "band": "low",
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      19,
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    ],
    "d": [
      2,
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      3,
      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Marking flying progress and tests must be done by an authorised instructor or examiner, because the result decides whether someone may fly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
    "taskId": "uk-3511-T-09451",
    "score": 75,
    "band": "high",
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      68,
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      4,
      0,
      2,
      0,
      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Fitting schedules around training and safety rules is exactly what rostering software optimises.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:25:43.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-15444",
    "score": 23,
    "band": "low",
    "range": [
      16,
      30
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    "d": [
      2,
      1,
      2,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "A remedial training plan can be drafted by machine, but delivering the extra flying practice needs an approved instructor working with that student.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-13998",
    "score": 53,
    "band": "partial",
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      46,
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      0,
      1,
      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Running slides and screens during a briefing is routine and largely automatable, though someone is usually in the room to set it up.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
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  },
  {
    "taskId": "uk-3511-T-21150",
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      4
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    "rationale": "AI builds and runs interactive briefing material easily; the instructor still needs to read the room and hold the group's attention.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
    "taskId": "uk-3511-T-00063",
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    "d": [
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      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Being the co-pilot means physically occupying the seat and flying the aircraft.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:25:43.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
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  {
    "taskId": "uk-3511-T-04470",
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    "band": "partial",
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Take-off speed comes from a published performance calculation that onboard software already produces.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:25:43.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
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  {
    "taskId": "uk-3511-T-02934",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking a helicopter's kit and instruments means hands and eyes on the aircraft.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "uk-3511-T-02875",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Confirming kit actually works means being in front of it and operating it, even though self-test systems can report faults.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
    "taskId": "uk-3511-T-15415",
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    "d": [
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      2,
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Turning an aircraft round for its next flight is hands-on work at the aircraft.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
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  {
    "taskId": "uk-3511-T-02433",
    "score": 75,
    "band": "high",
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    "d": [
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      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Fuel requirement is a published calculation from weight, distance and conditions.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:25:43.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
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  {
    "taskId": "uk-3511-T-03824",
    "score": 75,
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    "d": [
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      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Flight paperwork follows fixed formats and is largely produced by systems already, though the licensed commander still checks and signs key documents.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3511",
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  {
    "taskId": "uk-3511-T-06137",
    "score": 75,
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    "d": [
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      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Working out weights against limits is arithmetic on published figures, which software does reliably, though the commander accepts the final load sheet.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3511",
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  {
    "taskId": "uk-3511-T-14829",
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    "band": "minimal",
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    "d": [
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      3,
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Commanding a flight means being physically in the captain's seat.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:25:43.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3511",
    "occupationId": null
  },
  {
    "taskId": "uk-3511-T-21920",
    "score": 88,
    "band": "very high",
    "range": [
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    "d": [
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Writing up flight data for maintenance and safety records is routine document work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3511",
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  {
    "taskId": "uk-3511-T-07933",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Getting the right bags onto the right aircraft is physical loading work on the ramp.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:25:43.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3511",
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  {
    "taskId": "uk-3511-T-11946",
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fixing and maintaining equipment on board needs hands on the parts.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:25:43.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3511",
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  {
    "taskId": "uk-3512-T-04539",
    "score": 18,
    "band": "minimal",
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    "d": [
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Route planning software is excellent, but deciding and ordering the ship's movements is done on the bridge by a certificated officer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3512",
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  {
    "taskId": "uk-3512-T-00067",
    "score": 34,
    "band": "low",
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    "d": [
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Routine ship-to-shore reporting is largely standard messages, but being the trusted single point of contact during problems still needs the officer aboard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3512",
    "occupationId": null
  },
  {
    "taskId": "uk-3512-T-01419",
    "score": 85,
    "band": "very high",
    "range": [
      81,
      89
    ],
    "d": [
      4,
      0,
      0,
      1,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Ordering fuel, stores and repair work is scheduling and paperwork with suppliers, which software already handles end to end.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3512",
    "occupationId": null
  },
  {
    "taskId": "uk-3512-T-02964",
    "score": 66,
    "band": "high",
    "range": [
      62,
      70
    ],
    "d": [
      4,
      1,
      1,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Weather routing software already turns forecasts into operational advice, and the data behind it is public and plentiful.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3512",
    "occupationId": null
  },
  {
    "taskId": "uk-3512-T-04275",
    "score": 5,
    "band": "minimal",
    "range": [
      0,
      12
    ],
    "d": [
      1,
      3,
      2,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Drills mean crew physically mustering and handling equipment aboard, led by a certificated officer, though planning and record-keeping can be automated.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3512",
    "occupationId": null
  },
  {
    "taskId": "uk-3512-T-04919",
    "score": 6,
    "band": "minimal",
    "range": [
      2,
      10
    ],
    "d": [
      1,
      3,
      2,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cargo plans can be produced by software, but directing the actual loading happens on deck with the crew doing the work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3512",
    "occupationId": null
  },
  {
    "taskId": "uk-3512-T-08052",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      3,
      3,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Looking after passengers at sea means being aboard with them, and the law puts a qualified officer in charge.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3512",
    "occupationId": null
  },
  {
    "taskId": "uk-3512-T-08073",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      1,
      4,
      3,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping a ship and its cargo secure means patrolling and controlling access aboard the vessel.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3512",
    "occupationId": null
  },
  {
    "taskId": "uk-3512-T-12688",
    "score": 13,
    "band": "minimal",
    "range": [
      9,
      17
    ],
    "d": [
      2,
      2,
      3,
      2,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Safety paperwork can be drafted by machine, but responsibility for everyone aboard sits by law with the certificated master and officers.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3512",
    "occupationId": null
  },
  {
    "taskId": "uk-3512-T-12704",
    "score": 12,
    "band": "minimal",
    "range": [
      5,
      19
    ],
    "d": [
      3,
      3,
      3,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Planning software drafts routes well, but running the plan at sea is a certificated officer’s job on the bridge.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3512",
    "occupationId": null
  },
  {
    "taskId": "uk-3512-T-13415",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      3,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking lifeboats, fire gear and life-saving equipment means physically inspecting each item aboard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3512",
    "occupationId": null
  },
  {
    "taskId": "uk-3512-T-13597",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      2,
      4,
      3,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Navigating a ship means an officer keeping watch on the bridge; self-steering vessels are not something an employer can simply buy.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3512",
    "occupationId": null
  },
  {
    "taskId": "uk-3512-T-18804",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      3,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Steering a vessel means being aboard with hands on the controls, which is not something software can take over.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3512",
    "occupationId": null
  },
  {
    "taskId": "uk-3512-T-20044",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      1,
      4,
      2,
      2,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Supervising a crew at sea means being aboard with them throughout the voyage.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3512",
    "occupationId": null
  },
  {
    "taskId": "uk-3512-T-20308",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      1,
      4,
      3,
      3,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Leading an emergency at sea means being on the vessel making decisions with the people there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3512",
    "occupationId": null
  },
  {
    "taskId": "uk-3512-T-20309",
    "score": 2,
    "band": "minimal",
    "range": [
      0,
      6
    ],
    "d": [
      0,
      3,
      4,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "The law requires a certificated officer physically on the bridge keeping lookout and deciding, so this cannot pass to software.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3512",
    "occupationId": null
  },
  {
    "taskId": "uk-3512-T-00170",
    "score": 32,
    "band": "low",
    "range": [
      25,
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    ],
    "d": [
      2,
      1,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Rules can be looked up and checked automatically, but actually following them aboard is something the certificated officer is personally answerable for.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3512",
    "occupationId": null
  },
  {
    "taskId": "uk-3512-T-00718",
    "score": 74,
    "band": "high",
    "range": [
      67,
      81
    ],
    "d": [
      4,
      0,
      1,
      1,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Building a duty rotation that meets rest-hour rules is a scheduling task software handles quickly, subject to the master's approval.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3512",
    "occupationId": null
  },
  {
    "taskId": "uk-3512-T-01828",
    "score": 74,
    "band": "high",
    "range": [
      67,
      81
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    "d": [
      4,
      0,
      1,
      1,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Rostering watches and cabins is a scheduling problem with clear rules about rest hours, which software solves quickly and fairly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3512",
    "occupationId": null
  },
  {
    "taskId": "uk-3512-T-02890",
    "score": 9,
    "band": "minimal",
    "range": [
      2,
      16
    ],
    "d": [
      2,
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      3,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Reading the reports is easy enough, but acting on them means an officer aboard with legal responsibility for the ship.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3512",
    "occupationId": null
  },
  {
    "taskId": "uk-3512-T-04061",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      2,
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      3,
      2,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Handing over the watch is a face-to-face exchange between two officers physically on the bridge.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3512",
    "occupationId": null
  },
  {
    "taskId": "uk-3512-T-07858",
    "score": 42,
    "band": "partial",
    "range": [
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Rules and certificates can be checked automatically, but confirming equipment condition aboard, and answering for it, falls to the responsible officer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3512",
    "occupationId": null
  },
  {
    "taskId": "uk-3512-T-11143",
    "score": 0,
    "band": "minimal",
    "range": [
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      4
    ],
    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping a lookout means eyes and ears on the bridge for the whole watch.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3512",
    "occupationId": null
  },
  {
    "taskId": "uk-3512-T-11792",
    "score": 75,
    "band": "high",
    "range": [
      68,
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    "d": [
      4,
      0,
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      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Safety logs and reports follow set formats and draw on data the ship already records, making them easy to draft automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3512",
    "occupationId": null
  },
  {
    "taskId": "uk-3512-T-11821",
    "score": 7,
    "band": "minimal",
    "range": [
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    "d": [
      2,
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      2,
      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Much of this is radio and email traffic, but it runs through an officer on duty aboard the ship.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3512",
    "occupationId": null
  },
  {
    "taskId": "uk-3512-T-12037",
    "score": 75,
    "band": "high",
    "range": [
      68,
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    "d": [
      4,
      0,
      2,
      0,
      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Position, weather and port data is captured automatically by ship systems, though the official log remains the master's signed record.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3512",
    "occupationId": null
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  {
    "taskId": "uk-3512-T-12061",
    "score": 75,
    "band": "high",
    "range": [
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    "d": [
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      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Compliance logs are structured forms software can fill from ship systems, though certain entries must still be signed by the responsible officer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3512",
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  {
    "taskId": "uk-3512-T-12648",
    "score": 22,
    "band": "low",
    "range": [
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    "d": [
      2,
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Maintenance planning is well suited to software, but the work itself is done in the machinery spaces under a certificated engineer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3512",
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  {
    "taskId": "uk-3512-T-12747",
    "score": 0,
    "band": "minimal",
    "range": [
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    "d": [
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      4,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Handling a ship in harbour is done from the bridge by an authorised pilot or exempt master, with hands on the controls.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3512",
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  },
  {
    "taskId": "uk-3512-T-13251",
    "score": 8,
    "band": "minimal",
    "range": [
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    "d": [
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      1,
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Judging whether a crew member can do their job comes from watching them work aboard, not from records.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3512",
    "occupationId": null
  },
  {
    "taskId": "uk-3512-T-13317",
    "score": 8,
    "band": "minimal",
    "range": [
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    "d": [
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Watching cargo go aboard happens on deck in real time, with the responsible officer accountable for how the ship is loaded.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3512",
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  },
  {
    "taskId": "uk-3512-T-13507",
    "score": 22,
    "band": "low",
    "range": [
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Alarm and monitoring systems flag problems automatically, but confirming equipment is genuinely ready means checking it aboard the vessel.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3512",
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  {
    "taskId": "uk-3512-T-14113",
    "score": 30,
    "band": "low",
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    "d": [
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Routine ship-to-shore messages are already digital and easy to automate, but operating the ship's radio requires a certificated operator aboard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3512",
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  {
    "taskId": "uk-3512-T-14569",
    "score": 9,
    "band": "minimal",
    "range": [
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Stowage planning is done on software, but overseeing loading means being on deck while it happens.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3512",
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  {
    "taskId": "uk-3512-T-16065",
    "score": 13,
    "band": "minimal",
    "range": [
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    "d": [
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    "confidence": "high",
    "unstable": false,
    "rationale": "Stopping an unsafe movement is an instruction only a certificated officer or harbour authority may give, and it carries legal force.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3512",
    "occupationId": null
  },
  {
    "taskId": "uk-3512-T-17557",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      3,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Bunkering a vessel is a hands-on, tightly controlled fuelling operation carried out aboard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3512",
    "occupationId": null
  },
  {
    "taskId": "uk-3512-T-19973",
    "score": 9,
    "band": "minimal",
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      5,
      13
    ],
    "d": [
      1,
      3,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Supervising deck work means being on deck with the crew, though the work planning behind it can be automated.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3512",
    "occupationId": null
  },
  {
    "taskId": "uk-3512-T-20087",
    "score": 8,
    "band": "minimal",
    "range": [
      4,
      12
    ],
    "d": [
      1,
      3,
      2,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Winches and cranes are watched and worked on deck, with a certificated officer responsible for how they are operated.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3512",
    "occupationId": null
  },
  {
    "taskId": "uk-3512-T-20302",
    "score": 11,
    "band": "minimal",
    "range": [
      7,
      15
    ],
    "d": [
      1,
      2,
      3,
      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Writing up afterwards is easy to automate, but responding to an emergency at sea is done aboard by the certificated officer in charge.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3512",
    "occupationId": null
  },
  {
    "taskId": "uk-3512-T-21355",
    "score": 19,
    "band": "minimal",
    "range": [
      12,
      26
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    "d": [
      3,
      3,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The instruments record and process the data themselves, but a vessel and crew still have to be out on the water collecting it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3512",
    "occupationId": null
  },
  {
    "taskId": "uk-3512-T-00624",
    "score": 56,
    "band": "partial",
    "range": [
      49,
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    "d": [
      3,
      0,
      1,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Harbour rules and customs procedures are published and easily looked up, so a machine can give this advice reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3512",
    "occupationId": null
  },
  {
    "taskId": "uk-3512-T-02874",
    "score": 11,
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    "range": [
      4,
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    "d": [
      2,
      3,
      2,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Safety checklists are easy to generate, but the check itself means physically inspecting the equipment, with an officer answerable for the result.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3512",
    "occupationId": null
  },
  {
    "taskId": "uk-3512-T-10900",
    "score": 26,
    "band": "low",
    "range": [
      19,
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    "d": [
      2,
      1,
      1,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Sifting applications is easy to automate, but hiring still turns on interviews and a judgement about the person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3512",
    "occupationId": null
  },
  {
    "taskId": "uk-3512-T-11368",
    "score": 26,
    "band": "low",
    "range": [
      19,
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    "d": [
      1,
      1,
      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The point of this task is a crew member becoming competent with new kit, which no software can do for them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3512",
    "occupationId": null
  },
  {
    "taskId": "uk-3512-T-12003",
    "score": 88,
    "band": "very high",
    "range": [
      84,
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    "d": [
      4,
      0,
      1,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cargo and passenger records are structured data already held in ship and terminal systems, so keeping them current is easy to automate.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3512",
    "occupationId": null
  },
  {
    "taskId": "uk-3512-T-12589",
    "score": 42,
    "band": "partial",
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      35,
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    "d": [
      3,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Managing message traffic and equipment status is largely digital, though the ship's radio must be operated by a certificated person aboard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3512",
    "occupationId": null
  },
  {
    "taskId": "uk-3512-T-12908",
    "score": 0,
    "band": "minimal",
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      4
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    "d": [
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      1,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Taking soundings with a line and tape means physically climbing to each tank and hold, which software cannot do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3512",
    "occupationId": null
  },
  {
    "taskId": "uk-3512-T-13258",
    "score": 83,
    "band": "very high",
    "range": [
      79,
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    "d": [
      3,
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      0,
      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping up with maritime law, trade and politics is reading and summarising, which software does quickly and well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3512",
    "occupationId": null
  },
  {
    "taskId": "uk-3512-T-14256",
    "score": 59,
    "band": "partial",
    "range": [
      55,
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    "d": [
      4,
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      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Ordering ship’s stores from stock levels is routine purchasing that systems already reorder automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3512",
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  },
  {
    "taskId": "uk-3512-T-14703",
    "score": 0,
    "band": "minimal",
    "range": [
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      4
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    "d": [
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      2,
      1,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Search and rescue means putting a vessel and people into the water to find and recover someone.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3512",
    "occupationId": null
  },
  {
    "taskId": "uk-3512-T-16899",
    "score": 85,
    "band": "very high",
    "range": [
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    "d": [
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      1,
      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Ordering equipment and stores is routine purchasing work that systems already handle from stock levels and supplier catalogues.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3512",
    "occupationId": null
  },
  {
    "taskId": "uk-3512-T-16999",
    "score": 50,
    "band": "partial",
    "range": [
      43,
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    "d": [
      4,
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      0,
      0,
      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Most gauges now feed data straight into the ship's monitoring system, though local readings still need someone walking the machinery spaces.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3512",
    "occupationId": null
  },
  {
    "taskId": "uk-3512-T-17927",
    "score": 56,
    "band": "partial",
    "range": [
      49,
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    "d": [
      3,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The written report is straightforward to draft, but it is the master's own account and carries his or her legal responsibility.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
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  },
  {
    "taskId": "uk-3512-T-19520",
    "score": 0,
    "band": "minimal",
    "range": [
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    "d": [
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      1,
      1,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Signalling crew during ramp operations means standing where you can see them and be seen, which needs a person on the spot.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
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  {
    "taskId": "uk-3512-T-20192",
    "score": 6,
    "band": "minimal",
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    "d": [
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Teaching junior crew works because someone experienced is alongside them on the ship showing how it is done.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3512",
    "occupationId": null
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  {
    "taskId": "uk-3512-T-20617",
    "score": 0,
    "band": "minimal",
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Towing and manoeuvring barges is hands-on vessel handling that must be done by a certificated officer aboard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3512",
    "occupationId": null
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  {
    "taskId": "uk-3512-T-21404",
    "score": 11,
    "band": "minimal",
    "range": [
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    "d": [
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Signals between vessels are standard and could be triggered automatically, but they are given from the bridge by the certificated officer on watch.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
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  {
    "taskId": "uk-3512-T-02882",
    "score": 9,
    "band": "minimal",
    "range": [
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    "d": [
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Spotting a spill still means looking at the water around the ship, though cameras and sensors increasingly help with detection.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
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  {
    "taskId": "uk-3512-T-02608",
    "score": 66,
    "band": "high",
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    "d": [
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Emissions and environmental studies follow published methods and standard data, so software can produce most of the study for expert review.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
    "taskId": "uk-3512-T-03902",
    "score": 7,
    "band": "minimal",
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    "d": [
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    "confidence": "high",
    "unstable": false,
    "rationale": "Sea trials happen on the water with people aboard taking readings, even though the analysis afterwards is largely computerised.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
    "taskId": "uk-3512-T-05891",
    "score": 50,
    "band": "partial",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can propose designs and run the calculations, but turning that into equipment that works at sea needs experienced engineers.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
    "taskId": "uk-3512-T-06824",
    "score": 66,
    "band": "high",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Equipment specifications are written from documented standards and performance data, which software can draft well for engineers to check.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
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  {
    "taskId": "uk-3512-T-07939",
    "score": 43,
    "band": "partial",
    "range": [
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    "d": [
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Rule checks against class standards can be largely automated, but a qualified naval architect signs off that a design is safe to build.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
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    "taskId": "uk-3512-T-10273",
    "score": 0,
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    "d": [
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    "confidence": "high",
    "unstable": false,
    "rationale": "Inspecting electrical, mechanical and hydraulic kit means getting to it and testing it by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
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  {
    "taskId": "uk-3512-T-14460",
    "score": 7,
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    "d": [
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Watching a scale model tested in a tank means being at the test facility, and no licence controls who does it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
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  {
    "taskId": "uk-3512-T-16963",
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    "band": "minimal",
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    "d": [
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    "confidence": "high",
    "unstable": false,
    "rationale": "Machines are good at pulling the right information out of manuals and drawings, but the repair itself is done by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
    "taskId": "uk-3512-T-02755",
    "score": 58,
    "band": "partial",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Approved loading computers already do these calculations, but the master must satisfy himself the ship is safe to sail before she moves.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
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  {
    "taskId": "uk-3512-T-03995",
    "score": 9,
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    "d": [
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    "keyingScheme": "text+occupation",
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    "keyingScheme": "text+occupation",
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    "rationale": "Spares tracking and reordering is standard inventory work that systems handle automatically, apart from checking what is physically on the shelf.",
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    "keyingScheme": "text+occupation",
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    "rationale": "Conveyancing files are largely standard documents and checks, but the work must sit under a regulated legal professional.",
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    "rationale": "Explaining property law in everyday language is a writing task software does well, since the rules themselves are fully published.",
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    "rationale": "Rule checks can be automated, but a named officer in the firm has to answer to the regulator for compliance.",
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    "rationale": "Transfer deeds and contracts follow standard forms, so software can produce accurate drafts for the licensed conveyancer to approve.",
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    "rationale": "Checking documents against legal requirements is pattern-matching over text, something software now does at a standard most reviewers would accept.",
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    "rationale": "Setting up and running case systems so client data is stored correctly and lawfully is documented IT admin work software supports heavily.",
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    "rationale": "Professional relationships are built between people over time, and software cannot stand in for that.",
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    "rationale": "Wills and contracts are built from well-established precedents, so software drafts strong versions, with a supervising lawyer checking the final wording.",
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    "rationale": "Checks against fraud and cyber attacks are increasingly automated, though staff still have to spot the unusual cases and escalate them.",
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    "rationale": "Acting in a client's best interests is a duty a named person carries, and it shows in how they treat the client.",
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    "rationale": "Most enquiries have standard answers software can draft, though clients often want to hear it from a person who knows their case.",
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    "rationale": "Filing, deadline tracking and posting entries into legal case and accounts systems is structured software work with the rules built in.",
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    "keyingScheme": "text+occupation",
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    "rationale": "Managing deadlines, steps and file order against a set legal process is exactly what case-management software is designed to do.",
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  },
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  {
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      3
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    "unstable": false,
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    "modelId": "claude-opus-5",
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  {
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Finding and comparing similar past judgments is searching published case law, an area where legal research tools are now very strong.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3520",
    "occupationId": null
  },
  {
    "taskId": "uk-3520-T-02038",
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      49,
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    "d": [
      3,
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Meeting lender requirements is a checklist exercise against published criteria, which software works through reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "d": [
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      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Searching registers and title documents to find who holds an interest in land is exactly what AI research tools do well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3520",
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  {
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      4,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Turning referencing results into ownership plans and schedules is structured output that mapping and document software produces.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "d": [
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Market analysis can be generated from published data, but spotting the openings that fit this particular firm relies on local knowledge.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3520",
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  {
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    "unstable": false,
    "rationale": "Learning and developing professionally is something only the person themselves can do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      2
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    "unstable": false,
    "rationale": "Question lists can be prepared automatically, but getting a full account out of a client or witness depends on a person listening.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3520",
    "occupationId": null
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Tracking budgets and timescales is easily supported, but keeping a project on track depends on the people involved.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:31:26.785Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2129",
    "occupationId": null
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Briefs for a property matter follow familiar structures, so AI can produce a solid draft for a lawyer to finish.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Preparing files, searches and paperwork for a licensed conveyancer is document work software handles well; the licensed person signs the transaction.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3520",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Persuading a landowner to sign an access licence usually happens on the doorstep or the phone, and depends on trust.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Risk analysis against known rules is well suited to AI, but the professional standards sign-off stays with a regulated adviser.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "confidence": "medium",
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    "rationale": "This work is defined by the rule that it happens only under the instruction of an authorised legal professional.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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      3
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    "rationale": "Tracing and re-sending returned post is routine administration that systems already handle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Standard enquiry letters and calls can be generated, but confirming who occupies land often means speaking to people directly.",
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    "modelId": "claude-opus-5",
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      4
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    "rationale": "Working out what the law means for a case is research through published statutes and judgments, which software searches and summarises well.",
    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text+occupation",
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  {
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    "rationale": "Reassuring local residents about a project depends on trust built in person with the community.",
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    "keyingScheme": "text-only",
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    "keyingScheme": "text-only",
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    "rationale": "Legal notices follow a fixed form and are produced and issued from a schedule of names and addresses.",
    "promptVersion": "task_scoring_v1.0",
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    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Acting on someone else's behalf means a named person takes legal responsibility for the decisions made in their name.",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Advice on retainers draws on well-documented rules, but it is advice a qualified costs professional signs off.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "A bill of costs is built from time records in a set format, which software assembles accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Analysing an opponent's budget is comparison work AI does well, though the advice itself carries professional responsibility.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3
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    "rationale": "Points of dispute follow familiar patterns, so AI drafts a good starting version for a specialist to sharpen.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "rationale": "Legal aid claims follow published rates and rules, but the certified claim rests on a qualified person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Attending an assessment means being present at the hearing, where only an authorised person can speak to the bill.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "confidence": "medium",
    "unstable": false,
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    "keyingScheme": "text-only",
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  },
  {
    "taskId": "uk-3520-T-12936",
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      6,
      20
    ],
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      1,
      0,
      2,
      3,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Mediating between a solicitor and their client depends on both sides trusting the person in the middle.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3520",
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  },
  {
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      4,
      0,
      1,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Assessment bundles and schedules are standard documents assembled from material already on file.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
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    "occupationId": null
  },
  {
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      2,
      10
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      1,
      2,
      4,
      2,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Speaking at a costs hearing is a right reserved to authorised people, so it cannot be handed to software.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      1,
      1,
      3
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3520",
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  },
  {
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      41,
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Recovery strategy draws on well-documented rules and past outcomes, but the advice is given by a qualified professional.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3520",
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  },
  {
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      49,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Dealing with the Legal Aid Agency is form-driven correspondence against published requirements.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3520",
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Costs briefs follow a familiar structure, so a strong draft can be produced for a specialist to check.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3520",
    "occupationId": null
  },
  {
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    "band": "high",
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      68,
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      3,
      0,
      1,
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Reading legal material and producing a clear summary is a task drafting tools now do to a standard most lawyers would accept.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3520",
    "occupationId": null
  },
  {
    "taskId": "uk-3520-T-12005",
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      71,
      79
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      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping client files and contact records up to date is routine case-management admin that software already does end to end.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3520",
    "occupationId": null
  },
  {
    "taskId": "uk-3520-T-13628",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Contract terms can be drafted quickly, but agreeing them with a supplier or client is a negotiation between people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3520",
    "occupationId": null
  },
  {
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      6,
      20
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      1,
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      0,
      3,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Developing a junior colleague depends on a working relationship and on watching how they actually handle files.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3520",
    "occupationId": null
  },
  {
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      62,
      70
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      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Gathering, sorting and indexing documents for a case is bulk document work where review software already does most of the sorting.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3520",
    "occupationId": null
  },
  {
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    "band": "partial",
    "range": [
      49,
      63
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      3,
      0,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking practice against compliance standards is rule matching AI does well, with a qualified person still answerable.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3520",
    "occupationId": null
  },
  {
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      0,
      3,
      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Deciding between two sides' cases must be done by the person legally appointed to make that ruling, who answers for it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3520",
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  },
  {
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      3,
      0,
      1,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Chasing information by letter and phone is well supported by software, though witnesses often need a person to call them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3520",
    "occupationId": null
  },
  {
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Fee negotiation for counsel runs on long-standing relationships between clerks, solicitors and chambers.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3520",
    "occupationId": null
  },
  {
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      3,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Orders are produced from a set form, but issuing and sealing one is an act of the court itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3520",
    "occupationId": null
  },
  {
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      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Preparing standard court documents from case material is document production that AI handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3520",
    "occupationId": null
  },
  {
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      3
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    "confidence": "medium",
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    "rationale": "Matching a case to counsel can be done from practice areas and records, though clerks also rely on personal knowledge.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3520",
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      1,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Assembling a brief for counsel from the papers is structured drafting that AI does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
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  {
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      3
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    "unstable": false,
    "rationale": "Booking and tracking the movement of papers is coordination work, even though the papers themselves must physically travel.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      3
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    "confidence": "high",
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    "rationale": "Submitting documents to the court is now mostly electronic form-filling, done on behalf of the solicitor responsible for the case.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:19:35.432Z",
    "keyingScheme": "text+occupation",
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      1,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Chambers budgets and fee income are figures work that accounting software and AI handle strongly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3520",
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  },
  {
    "taskId": "uk-3520-T-16364",
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      0,
      1,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Proofreading legal documents for errors and consistency is something AI does quickly and very accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3520",
    "occupationId": null
  },
  {
    "taskId": "uk-3520-T-17234",
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      1,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Recording outcomes and orders onto the court system is routine, well-defined data entry.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3520",
    "occupationId": null
  },
  {
    "taskId": "uk-3520-T-18891",
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      89,
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      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Searching files for the information the court needs is retrieval, which software does faster than a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3520",
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      81,
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      1,
      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Booking appointments is scheduling work that online systems already do from start to finish.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:13:44.082Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6131",
    "occupationId": null
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  {
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      75,
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      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Telling people when a case is listed is information already held in the system and easily published or sent out.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3520",
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping financial records for legal work is book-keeping, which accounting software already largely automates.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3520",
    "occupationId": null
  },
  {
    "taskId": "uk-3520-T-14287",
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Setting up meetings and producing notes is well handled by software, though attending them still means being present.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3520",
    "occupationId": null
  },
  {
    "taskId": "uk-3520-T-17233",
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      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Entering case data onto specified forms is structured record keeping that software does reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3520",
    "occupationId": null
  },
  {
    "taskId": "uk-3520-T-20919",
    "score": 83,
    "band": "very high",
    "range": [
      79,
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    "d": [
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      0,
      0,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Typing and checking documents for errors is exactly what everyday writing software already does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
    "occupationId": null
  },
  {
    "taskId": "uk-3520-T-06356",
    "score": 28,
    "band": "low",
    "range": [
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    "d": [
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      3,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Winning work for members depends on relationships with instructing solicitors built over years.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3520",
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    "modelId": "claude-opus-5",
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    "rationale": "Automatic transcription and summarising already produce usable minutes from a recording of the meeting.",
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    "rationale": "Searching databases and public records and pulling the results together is exactly what automated look-up tools are built to do.",
    "promptVersion": "task_scoring_v1.0",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Litigation briefs follow familiar structures, so AI produces a workable draft for a lawyer to finish.",
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    "modelId": "claude-opus-5",
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    "rationale": "Matching the facts of a case to the legal grounds available is research and analysis over published law, which software does well.",
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    "rationale": "Court documents are largely standard forms completed from case details already on file.",
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    "modelId": "claude-opus-5",
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  {
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    "rationale": "Wills and estate documents are strongly template-based, and AI produces good drafts for checking.",
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    "rationale": "AI drafts legal documents and does the background research well; knowing what to escalate still needs judgement.",
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    "modelId": "claude-opus-5",
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    "rationale": "Probate briefs follow set forms and are drafted well from the estate papers.",
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    "modelId": "claude-opus-5",
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    "rationale": "Estate calculations and compliant record keeping are arithmetic and filing that software does accurately.",
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    "modelId": "claude-opus-5",
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    "rationale": "Updates can be drafted automatically, but bereaved clients usually want a person they know to keep them informed.",
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    "modelId": "claude-opus-5",
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    "rationale": "Sitting with someone who has just lost a family member is work that only another person can do.",
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    "rationale": "AI can explain the rules, but following them is something the cleaner does on site.",
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    "rationale": "Keeping accurate job records in line with data protection rules is ordinary computer work.",
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    "rationale": "AI writes clearly and simplifies complex points well, though explaining them aloud to a worried client is different.",
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    "rationale": "Business models are documented, but applying commercial judgement inside a particular firm draws on inside knowledge.",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Choosing and using the right tools for probate work is exactly where AI assistance is strongest.",
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    "confidence": "high",
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    "rationale": "Digital filing is largely automatic, though paper still has to be put away by hand.",
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    "confidence": "high",
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    "rationale": "Reading invoices, matching them to files and posting them is exactly what accounting software automates, with a person approving payment.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Briefs about the validity of a will follow set structures and are drafted well from the papers.",
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    "rationale": "Software already works out the best price levels, but a regulated broker still has to agree the deal with the client.",
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    "rationale": "AI can draft solid investment suggestions, but UK rules require a qualified adviser and clients place real trust in that person.",
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    "rationale": "Execution itself is highly automated, but trading for a dealer requires a registered person who is accountable for it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Quoting buy and sell prices is largely automated market-making, though an authorised firm remains responsible for what is quoted.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Passing orders through to an exchange is routine message-handling that trading systems already do faster than a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      0,
      1,
      4
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    "modelId": "claude-opus-5",
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  },
  {
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      84,
      92
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      0,
      4
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    "confidence": "high",
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    "rationale": "Market data and analysis techniques are abundant and public, making trend analysis a strong fit for software, with decisions taken separately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3531",
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  },
  {
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      66,
      74
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    "rationale": "Market summaries draw on public data AI handles well, though colleagues still want a person's read on what matters.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  },
  {
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      85
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      1,
      0,
      3
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    "confidence": "high",
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    "rationale": "Recording commodity trades is structured data entry that systems already do, with people checking rather than typing.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3531",
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  },
  {
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      1,
      0,
      4
    ],
    "confidence": "high",
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    "rationale": "Pricing off live market conditions is model-driven maths that software does continuously and reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  },
  {
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      77,
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      1,
      0,
      3
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    "rationale": "Position and results reporting pulls straight from trading systems, so the report largely writes itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  },
  {
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      63
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      3
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    "confidence": "medium",
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    "rationale": "Checking reports against reporting rules is systematic, but a named accountable person at the firm must stand behind the result.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3531",
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  {
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      23,
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      3,
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      2
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    "rationale": "Working out how a client should meet their goals is regulated advice needing an authorised person who knows their circumstances.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3531",
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  },
  {
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      77,
      85
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      4,
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      1,
      0,
      3
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    "rationale": "Balances, totals and commissions are arithmetic on data already in the system, which software handles without effort.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  },
  {
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      10,
      24
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      2,
      0,
      3,
      3,
      2
    ],
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    "rationale": "Talking through a client's finances shades into regulated advice needing a competent adviser, and clients open up only face to face.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3531",
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  },
  {
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      0,
      1,
      0,
      3
    ],
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    "rationale": "Keeping transaction and stock records and reporting them is standard database work that software already covers.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "occupationId": null
  },
  {
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      76
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      2,
      0,
      3
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    "rationale": "Portfolio monitoring against risk targets is automated analysis, but keeping client investments aligned is regulated work needing competent staff.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3531",
    "occupationId": null
  },
  {
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      26,
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      3,
      0,
      3,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Placing derivative trades for customers needs a qualified person under UK rules, even though the mechanics are electronic.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3531",
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  },
  {
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      4
    ],
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    "rationale": "Pulling together trade policy, weather and political news that move prices is exactly the kind of reading AI does quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3531",
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  },
  {
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      0,
      1,
      3
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    "confidence": "medium",
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    "rationale": "Booking transport and storage is mostly system work, though it sometimes needs someone chasing arrangements in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3531",
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  {
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      77,
      85
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      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
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    "rationale": "Filling in and submitting order forms from client instructions is routine paperwork that software completes reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3531",
    "occupationId": null
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      32,
      46
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      2,
      2,
      3
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    "rationale": "AI can work out likely needs from client information, but UK rules expect a qualified person in the conversation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3531",
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      42
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      2,
      2,
      2
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    "rationale": "Suitability fact-finds must be taken by a competent adviser, and clients disclose their full finances only to someone they trust.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3531",
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      0,
      2,
      3
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    "rationale": "AI can prepare positions and options, but the give and take of a live negotiation still runs through people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3,
      3
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    "confidence": "medium",
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    "rationale": "Selling investments and financial services rests on client trust and qualified staff, so tools mostly support the person doing it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      79
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      0,
      3
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    "confidence": "high",
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    "rationale": "Working out whether an agreement still makes money is spreadsheet analysis on figures the firm already holds.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3531",
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      2,
      3
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    "rationale": "Software drafts and personalises outreach well, but promotion rules apply and prospects respond to a person explaining the service.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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      2,
      3
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    "rationale": "Software writes clear progress updates, but clients ringing about a delay want reassurance from a person who knows their case.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      77,
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      1,
      0,
      3
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    "rationale": "Client reports pull from data the firm already holds and follow a set format, which software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3531",
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      1,
      1,
      4
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    "rationale": "Explaining market terms and trading practice draws on abundant public material that AI explains clearly on demand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      1,
      1,
      3
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    "rationale": "Proposals and pricing follow documented methods software drafts well, though agreeing them with a client involves discussion.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      1,
      0,
      3
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    "confidence": "medium",
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    "rationale": "Tracking obligations against signed agreements is documented monitoring software handles, with disputes escalated to people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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      0,
      1,
      3
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    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text-only",
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      0,
      0,
      3
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    "rationale": "Reading orders to work out what and how much is needed is data analysis software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      2,
      3
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    "rationale": "Arranging cover is regulated business in Britain that only an authorised firm may carry out, and clients rely on their broker personally.",
    "promptVersion": "task_scoring_v1.0",
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    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
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  {
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    "keyingScheme": "text-only",
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  {
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      2,
      2
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    "rationale": "Unusual risks need a broker who knows which underwriter will take them, and that knowledge sits with people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      0,
      3
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    "rationale": "Checking work against regulatory requirements is documented rule-following AI supports well, though a responsible person signs it off.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Data protection duties are written down and systems enforce much of the handling, though an accountable person answers for breaches.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3531",
    "occupationId": null
  },
  {
    "taskId": "uk-3531-T-13683",
    "score": 26,
    "band": "low",
    "range": [
      19,
      33
    ],
    "d": [
      2,
      0,
      2,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Placing cover on a client's behalf is regulated broker business, and getting the best terms depends on live bargaining with insurers.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3531",
    "occupationId": null
  },
  {
    "taskId": "uk-3531-T-18155",
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    "band": "low",
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      32,
      46
    ],
    "d": [
      3,
      0,
      2,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Comparing policy wordings is fast for AI, but recommending what suits a client is regulated advice.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:40:33.629Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3531",
    "occupationId": null
  },
  {
    "taskId": "uk-3531-T-00419",
    "score": 33,
    "band": "low",
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      26,
      40
    ],
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      3,
      0,
      3,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Advising a client how to handle risk is regulated broker business needing an authorised firm, and it happens in conversation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3531",
    "occupationId": null
  },
  {
    "taskId": "uk-3531-T-02436",
    "score": 81,
    "band": "very high",
    "range": [
      74,
      88
    ],
    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "A broker relays premiums produced by insurers' rating systems, so the calculation is automated and the pricing decision belongs elsewhere.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3531",
    "occupationId": null
  },
  {
    "taskId": "uk-3531-T-05545",
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    "band": "low",
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      32,
      46
    ],
    "d": [
      3,
      0,
      2,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Policy documents can be produced and explained automatically, though clients expect a broker to walk them through cover.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:40:33.629Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3531",
    "occupationId": null
  },
  {
    "taskId": "uk-3531-T-08046",
    "score": 25,
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      18,
      32
    ],
    "d": [
      2,
      0,
      3,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "UK rules put a named person on the hook for making sure the client genuinely understands the cover.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:40:33.629Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3531",
    "occupationId": null
  },
  {
    "taskId": "uk-3531-T-09081",
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      32,
      46
    ],
    "d": [
      3,
      0,
      2,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Forms and prompts gather much of it, but assessing risk and needs is regulated work involving a client conversation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:40:33.629Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3531",
    "occupationId": null
  },
  {
    "taskId": "uk-3531-T-11645",
    "score": 81,
    "band": "very high",
    "range": [
      77,
      85
    ],
    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping accurate records is routine system work software does reliably, with accuracy checked further along.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3531",
    "occupationId": null
  },
  {
    "taskId": "uk-3531-T-13682",
    "score": 21,
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    "range": [
      14,
      28
    ],
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      2,
      0,
      2,
      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Negotiating terms turns on relationships and judgement built up over time between named people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:40:33.629Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3531",
    "occupationId": null
  },
  {
    "taskId": "uk-3531-T-16329",
    "score": 46,
    "band": "partial",
    "range": [
      39,
      53
    ],
    "d": [
      3,
      0,
      1,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "AI writes strong product promotion, though persuading a client to take up new cover still involves a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:40:33.629Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3531",
    "occupationId": null
  },
  {
    "taskId": "uk-3531-T-21516",
    "score": 56,
    "band": "partial",
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      49,
      63
    ],
    "d": [
      3,
      0,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking documents against legal standards is comparison work AI does well, with a responsible person confirming the outcome.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:40:33.629Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3531",
    "occupationId": null
  },
  {
    "taskId": "uk-3531-T-01868",
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      21,
      35
    ],
    "d": [
      2,
      0,
      1,
      3,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Helping someone through a claim is partly paperwork, but people who have suffered a loss want a person alongside.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:40:33.629Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3531",
    "occupationId": null
  },
  {
    "taskId": "uk-3531-T-04624",
    "score": 69,
    "band": "high",
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      65,
      73
    ],
    "d": [
      4,
      0,
      1,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Submitting forms to an underwriter to bind cover is routine, structured paperwork that systems already handle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:40:33.629Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-3531-T-06630",
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      21,
      35
    ],
    "d": [
      2,
      0,
      0,
      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Winning new business rests on relationships and reputation that build up between people over time.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:40:33.629Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3531",
    "occupationId": null
  },
  {
    "taskId": "uk-3531-T-08296",
    "score": 48,
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      41,
      55
    ],
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      3,
      0,
      2,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Adjusting cover to match changed risk uses documented rules and data, though a qualified broker confirms the change.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:40:33.629Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3531",
    "occupationId": null
  },
  {
    "taskId": "uk-3531-T-09287",
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    "band": "low",
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      32,
      46
    ],
    "d": [
      3,
      0,
      2,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Helping a policyholder run a claim is regulated broker work, and people making a claim want a person who will chase it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3531",
    "occupationId": null
  },
  {
    "taskId": "uk-3531-T-12065",
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    "band": "very high",
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      77,
      85
    ],
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      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Record-keeping in a broker's systems is routine screen work that software handles well, with checks happening later.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3531",
    "occupationId": null
  },
  {
    "taskId": "uk-3531-T-15798",
    "score": 81,
    "band": "very high",
    "range": [
      77,
      85
    ],
    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "These reports exist for underwriters and surveyors to act on, and drafting them from file data is well within software's reach.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3531",
    "occupationId": null
  },
  {
    "taskId": "uk-3531-T-17733",
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      41,
      55
    ],
    "d": [
      3,
      0,
      2,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Renewals and amendments follow set patterns software handles, with a qualified person checking the cover still fits.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3531",
    "occupationId": null
  },
  {
    "taskId": "uk-3531-T-20307",
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      39,
      53
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      3,
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      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Routine claims calls are increasingly handled by systems, but callers with a problem still want a person who can act.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3531",
    "occupationId": null
  },
  {
    "taskId": "uk-3531-T-02334",
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      6,
      14
    ],
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      1,
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      0,
      4,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "A durable client relationship is built by a person over time and is the work itself, not a document.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3531",
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  },
  {
    "taskId": "uk-3531-T-03851",
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      49,
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      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Internal quality checks follow a written process AI can run through, with an accountable person making the decision.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3531",
    "occupationId": null
  },
  {
    "taskId": "uk-3531-T-06412",
    "score": 93,
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      89,
      97
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      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Building lists of likely prospects from company and market data is exactly what data tools already do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:40:33.629Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3531",
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  },
  {
    "taskId": "uk-3531-T-08201",
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      65,
      73
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    "d": [
      4,
      0,
      1,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Setting up how premiums will be paid is standard account admin that payment systems handle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:40:33.629Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3531",
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  },
  {
    "taskId": "uk-3531-T-09103",
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      79,
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      0,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Gathering and interpreting data about insurance products draws on plentiful documented material AI works through quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:40:33.629Z",
    "keyingScheme": "text-only",
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  },
  {
    "taskId": "uk-3531-T-10361",
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      3,
      11
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    "d": [
      1,
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      1,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Judging whether a building is a good risk means walking round it and looking at the construction yourself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:40:33.629Z",
    "keyingScheme": "text-only",
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  },
  {
    "taskId": "uk-3531-T-12390",
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      77,
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      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping client and financial records straight is routine system work software handles, with accuracy checks happening elsewhere.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
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  },
  {
    "taskId": "uk-3531-T-14564",
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      41,
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    "d": [
      3,
      0,
      2,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "The renewal cycle is a scheduled, repeatable process software can drive, with a qualified broker checking each case.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:40:33.629Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3531",
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  },
  {
    "taskId": "uk-3531-T-16120",
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      77,
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      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Processing premium payments through the accounts is bookkeeping that accounting software already does end to end.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:40:33.629Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3531",
    "occupationId": null
  },
  {
    "taskId": "uk-3531-T-18968",
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      49,
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      3,
      0,
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      0,
      3
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    "confidence": "medium",
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    "rationale": "Matching a client's requirement to an insurer is a documented comparison, though a qualified broker places the risk.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:40:33.629Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3531",
    "occupationId": null
  },
  {
    "taskId": "uk-3531-T-21741",
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      10,
      24
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      1,
      0,
      3,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Behaving properly under conduct rules is something a person is personally answerable for, not a piece of work AI produces.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:40:33.629Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3531",
    "occupationId": null
  },
  {
    "taskId": "uk-3531-T-03471",
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      41,
      55
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      3,
      0,
      2,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Premium collection runs through payment systems, but client money rules mean an authorised firm must handle and account for it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3531",
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  },
  {
    "taskId": "uk-3531-T-04648",
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      11,
      35
    ],
    "d": [
      1,
      0,
      0,
      2,
      2
    ],
    "confidence": "low",
    "unstable": false,
    "rationale": "Contributing to a team's sales targets describes a person's part in a shared effort rather than a piece of work.",
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    "rationale": "Planning how an insurance programme slots into accounting systems is documented systems work AI can map out.",
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    "rationale": "Diagnosing and fixing bookkeeping system faults is well-documented troubleshooting that AI tools increasingly handle.",
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    "rationale": "Advising on transport options draws on documented routes, costs and schedules that software compares quickly.",
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    "rationale": "Booking and scheduling deliveries is mostly messages and records, which software handles well, though you sometimes need to be there.",
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    "rationale": "Arranging goods-in-transit cover is a standard product, though a qualified broker still places and confirms it.",
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    "rationale": "Choosing a shipping method weighs cost, speed and route data that software compares well.",
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    "rationale": "Shipping documents follow internationally standard formats with abundant examples, so software prepares them for a broker to check.",
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      3
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    "rationale": "Typing customer details into shipbroking systems is data entry that software can take over completely.",
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    "rationale": "Status notifications to consignees and insurers are automated messages in most freight systems.",
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      4
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    "confidence": "medium",
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    "rationale": "The UK Trade Tariff is fully published and classification follows written rules, so software matches goods to codes for a broker to confirm.",
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    "rationale": "Hitting profit targets describes the result of a whole job rather than a task with an output AI can produce.",
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    "rationale": "Option strategies are built from documented maths and market data, though a qualified person recommends them to clients.",
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    "rationale": "Electronic execution is already automated; the phone side still needs a person, and the firm stays accountable either way.",
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      3
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Tax and financial legislation is published in full and software tracks and summarises changes thoroughly, with no approval needed.",
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    "rationale": "Broker relationships are built over time between particular people, which is not something software can hold.",
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    "modelId": "claude-opus-5",
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      71,
      79
    ],
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      0,
      0,
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      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping system records current is screen work with abundant documentation behind it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4159",
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  },
  {
    "taskId": "uk-3532-T-13682",
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      19,
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Agreeing terms binds the insurer, so it needs someone holding underwriting authority, and the haggling itself happens live with a broker.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3532",
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  },
  {
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      75,
      83
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      0,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Explaining a written policy in a letter is straightforward writing that software produces well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
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    "scoredUnderOccupationId": "uk-soc-3532",
    "occupationId": null
  },
  {
    "taskId": "uk-3532-T-00983",
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      71,
      79
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      3
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    "confidence": "high",
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    "rationale": "Analysing statistics from several sources is data work software does quickly and reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2433",
    "occupationId": null
  },
  {
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      59,
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      3,
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      1,
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      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Pricing draws on market and claims data software reads well, though the final call reflects the firm’s appetite.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3532",
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  },
  {
    "taskId": "uk-3532-T-02450",
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      77,
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      4,
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      1,
      0,
      3
    ],
    "confidence": "high",
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    "rationale": "Risk calculation runs on models and data, which is exactly what software is built for.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3532",
    "occupationId": null
  },
  {
    "taskId": "uk-3532-T-04113",
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      3
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    "rationale": "Assessing a loss often needs someone to look at what happened and reassure the policyholder while settling it.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3532",
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  },
  {
    "taskId": "uk-3532-T-06355",
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      3,
      2
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    "confidence": "high",
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    "rationale": "Business relationships are built over time between specific people, which software cannot stand in for.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
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    "scoredUnderOccupationId": "uk-soc-3532",
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  },
  {
    "taskId": "uk-3532-T-08167",
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      6,
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      1,
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      4,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Long-term working relationships with customers and suppliers are the whole point of this task.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2132",
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  },
  {
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      49,
      63
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      2,
      0,
      3
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    "unstable": false,
    "rationale": "Scheme administration and premium sums are largely systematised, but judging financial soundness commits the insurer and needs authorised staff.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3532",
    "occupationId": null
  },
  {
    "taskId": "uk-3532-T-11788",
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      77,
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    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Recording underwriting decisions is routine system work software does accurately, with the decisions themselves made separately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3532",
    "occupationId": null
  },
  {
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      49,
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      3,
      0,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Authority limits are written rules software can apply, though the escalation itself sits with an accountable underwriter.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3532",
    "occupationId": null
  },
  {
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      2
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    "confidence": "medium",
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    "rationale": "Software can draft plans and track process, but managing people and holding them to it stays human.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3532",
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  },
  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Market analysis is desk research software helps with, though judging what the firm should sell needs experience.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3532",
    "occupationId": null
  },
  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reviewing reports and medical evidence to price risk is document analysis software does well, but the risk decision commits the insurer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3532",
    "occupationId": null
  },
  {
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      2
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    "confidence": "medium",
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    "rationale": "Reinsurance deals come together through negotiation between firms, and committing to them needs someone with authority to bind the insurer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3532",
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  },
  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Overseeing claims handling needs someone accountable within the insurer, though the tracking and quality checks behind it are automatable.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
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  },
  {
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      0,
      2,
      2
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    "rationale": "Software can draft an operational plan, but agreeing and driving it through a business rests on people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
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  },
  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Repricing and adjusting cover uses documented method on available data, but changing policy terms commits the insurer to authorised staff.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3532",
    "occupationId": null
  },
  {
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Spotting issues in insurance files and proposing fixes is well-documented analysis software drafts, with a manager deciding what happens.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3532",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Complaint handling follows set rules and templates, though upset customers still want a person to respond.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3532",
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      1,
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    "confidence": "high",
    "unstable": false,
    "rationale": "Turning risk details into a priced quote is standard, rule-driven work that software produces quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3532",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The numbers are calculable, but deciding to pass risk to a reinsurer is a judgement the underwriter owns.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3532",
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    "confidence": "medium",
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    "rationale": "Authorising reinsurance is a decision the firm requires a named, accountable underwriter to make.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      2
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    "confidence": "medium",
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    "rationale": "Working with partners and communities towards shared goals rests on relationships rather than documents.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:36:21.102Z",
    "keyingScheme": "text-only",
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  {
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      3
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    "confidence": "medium",
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    "rationale": "Software can prepare the questions and pull the data, but the exchange with specialists is a working conversation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "confidence": "medium",
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    "rationale": "Building data and analysis tools is well-documented technical work that software now drafts effectively.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3532",
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  {
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    "rationale": "Looking at how the operation runs and finding improvements is analysis software supports well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
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    "scoredUnderOccupationId": "uk-soc-1222",
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  {
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    "unstable": false,
    "rationale": "Suggesting approaches is easy, but owning a problem through to resolution stays with the person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
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  {
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    "rationale": "Tracking profitability against targets is reporting on numbers already sitting in the systems.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3532",
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  {
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    "unstable": false,
    "rationale": "Complaint rules are clear and replies draftable, but regulated complaint handling keeps a responsible person in the loop.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3532",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Drafting policies and procedures from existing guidance is strong ground for software, with officers and councillors deciding.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4112",
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  {
    "taskId": "uk-3532-T-03595",
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    "band": "very high",
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Summarising industry news for colleagues is exactly the sort of writing software does quickly and well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3532",
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  {
    "taskId": "uk-3532-T-05492",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The signals that make a risk unacceptable are largely codified, but declining business is a decision the firm owns.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-3532-T-06692",
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      59,
      73
    ],
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      3,
      0,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Regulatory and ethical standards are published, so software drafts policy text, with the insurer's own governance approving it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3532",
    "occupationId": null
  },
  {
    "taskId": "uk-3532-T-09828",
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    "band": "high",
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      59,
      73
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      3,
      0,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Risk management methods are documented and monitoring is automated, though putting strategies into effect is agreed and owned internally.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3532",
    "occupationId": null
  },
  {
    "taskId": "uk-3532-T-13221",
    "score": 93,
    "band": "very high",
    "range": [
      86,
      100
    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Market developments are public and easily summarised, though judging which changes matter to particular clients uses the underwriter's own knowledge.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3532",
    "occupationId": null
  },
  {
    "taskId": "uk-3532-T-18524",
    "score": 81,
    "band": "very high",
    "range": [
      77,
      85
    ],
    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Adding up exposure across company records is a database question software answers reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-3532-T-03752",
    "score": 81,
    "band": "very high",
    "range": [
      74,
      88
    ],
    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "For an underwriter this is assembling medical evidence supplied with consent, a document task software does well, not a clinical act.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3532",
    "occupationId": null
  },
  {
    "taskId": "uk-3532-T-05506",
    "score": 69,
    "band": "high",
    "range": [
      62,
      76
    ],
    "d": [
      4,
      0,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Applying loadings from reference tables is rule-following work, though the change sits under someone’s authority.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3532",
    "occupationId": null
  },
  {
    "taskId": "uk-3532-T-06735",
    "score": 83,
    "band": "very high",
    "range": [
      79,
      87
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    "d": [
      3,
      0,
      0,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Policy drafting draws on abundant published examples AI can adapt to the organisation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1131",
    "occupationId": null
  },
  {
    "taskId": "uk-3532-T-11192",
    "score": 83,
    "band": "very high",
    "range": [
      79,
      87
    ],
    "d": [
      3,
      0,
      0,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping track of new products and legislation is exactly the kind of monitoring AI does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1131",
    "occupationId": null
  },
  {
    "taskId": "uk-3532-T-13600",
    "score": 28,
    "band": "low",
    "range": [
      21,
      35
    ],
    "d": [
      2,
      0,
      0,
      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Reaching agreement with other organisations depends on live negotiation between people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4131",
    "occupationId": null
  },
  {
    "taskId": "uk-3532-T-19634",
    "score": 56,
    "band": "partial",
    "range": [
      49,
      63
    ],
    "d": [
      3,
      0,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Rating and endorsements follow documented rules, though the final wording stays with an accountable underwriter.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3532",
    "occupationId": null
  },
  {
    "taskId": "uk-3532-T-19635",
    "score": 66,
    "band": "high",
    "range": [
      59,
      73
    ],
    "d": [
      3,
      0,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Standard conditions like requiring a burglar alarm come from well-known risk rules software can apply.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3532",
    "occupationId": null
  },
  {
    "taskId": "uk-3533-T-01956",
    "score": 81,
    "band": "very high",
    "range": [
      77,
      85
    ],
    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Assisting with annual accounts is explicitly preparatory work for a qualified accountant to finish, and the production is heavily automated.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3533",
    "occupationId": null
  },
  {
    "taskId": "uk-3533-T-02878",
    "score": 81,
    "band": "very high",
    "range": [
      77,
      85
    ],
    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking entries, sums and codes is systematic verification software performs more consistently than people, with accounts reviewed later.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3533",
    "occupationId": null
  },
  {
    "taskId": "uk-3533-T-03000",
    "score": 81,
    "band": "very high",
    "range": [
      77,
      85
    ],
    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Classifying and recording financial entries is core bookkeeping already largely automated, with the resulting accounts reviewed.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3533",
    "occupationId": null
  },
  {
    "taskId": "uk-3533-T-12460",
    "score": 66,
    "band": "high",
    "range": [
      59,
      73
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    "d": [
      3,
      0,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Running accounting and reporting systems is well-documented work software supports strongly, with the figures reviewed by finance leadership.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3533",
    "occupationId": null
  },
  {
    "taskId": "uk-3533-T-13955",
    "score": 81,
    "band": "very high",
    "range": [
      77,
      85
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    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Running computerised accounting systems is precisely what that software already does, with the resulting records reviewed.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3533",
    "occupationId": null
  },
  {
    "taskId": "uk-3533-T-16129",
    "score": 81,
    "band": "very high",
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      77,
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    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Invoice processing is highly standardised and already heavily automated, with the resulting figures reviewed in the accounts.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3533",
    "occupationId": null
  },
  {
    "taskId": "uk-3533-T-00017",
    "score": 79,
    "band": "high",
    "range": [
      75,
      83
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    "d": [
      4,
      0,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Looking up figures and answering general questions is something systems already do instantly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
    "occupationId": null
  },
  {
    "taskId": "uk-3533-T-02406",
    "score": 81,
    "band": "very high",
    "range": [
      77,
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    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Billing and statement calculations follow set procedures against ledger data, which software does reliably before accounts review.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3533",
    "occupationId": null
  },
  {
    "taskId": "uk-3533-T-02886",
    "score": 88,
    "band": "very high",
    "range": [
      84,
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    ],
    "d": [
      4,
      0,
      1,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking balances against source records is exactly the kind of rule-based checking software already does very well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3533",
    "occupationId": null
  },
  {
    "taskId": "uk-3533-T-03701",
    "score": 81,
    "band": "very high",
    "range": [
      77,
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    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Compiling payables and receivables tables is routine reporting from the ledger, produced reliably by software and reviewed later.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3533",
    "occupationId": null
  },
  {
    "taskId": "uk-3533-T-05337",
    "score": 81,
    "band": "very high",
    "range": [
      77,
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    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Posting credits through accounting software is routine automated processing, with the resulting balances reviewed in the accounts.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3533",
    "occupationId": null
  },
  {
    "taskId": "uk-3533-T-09356",
    "score": 72,
    "band": "high",
    "range": [
      68,
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    "d": [
      3,
      0,
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      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Payroll and expenses run on clear rules and clean data, so most of the work can be produced automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3533",
    "occupationId": null
  },
  {
    "taskId": "uk-3533-T-14774",
    "score": 81,
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    "range": [
      77,
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    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Everyday bookkeeping is highly standardised and largely automated already, with a qualified accountant reviewing the resulting figures.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3533",
    "occupationId": null
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  {
    "taskId": "uk-3533-T-15911",
    "score": 81,
    "band": "very high",
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      77,
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    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "A trial balance falls straight out of the ledger, so software produces it; the accounts it feeds are reviewed later.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3533",
    "occupationId": null
  },
  {
    "taskId": "uk-3533-T-16177",
    "score": 56,
    "band": "partial",
    "range": [
      52,
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    "d": [
      3,
      0,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Software can build the accounts from the ledgers, but a qualified accountant is normally in the loop before they go out.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3533",
    "occupationId": null
  },
  {
    "taskId": "uk-3533-T-18261",
    "score": 81,
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    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Tracing and fixing discrepancies is systematic reconciliation software performs thoroughly, with the corrected accounts reviewed.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3533",
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  },
  {
    "taskId": "uk-3533-T-19928",
    "score": 81,
    "band": "very high",
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    "d": [
      4,
      0,
      1,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Summarising records into financial statements is routine reporting from the ledger, produced reliably by software and reviewed later.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3533",
    "occupationId": null
  },
  {
    "taskId": "uk-3533-T-02387",
    "score": 81,
    "band": "very high",
    "range": [
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    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Interest and balance calculations are fixed formulas on stored data, done reliably by software and checked in the accounts.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3533",
    "occupationId": null
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  {
    "taskId": "uk-3533-T-02468",
    "score": 81,
    "band": "very high",
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    "d": [
      4,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "National Insurance and pension rates are published and the sums are fixed, so payroll software calculates them; an accountant reviews the payroll.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3533",
    "occupationId": null
  },
  {
    "taskId": "uk-3533-T-03715",
    "score": 81,
    "band": "very high",
    "range": [
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    "d": [
      4,
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      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Building budget data from past figures and estimates is routine analysis on ledger data, produced well by software and reviewed.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3533",
    "occupationId": null
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  {
    "taskId": "uk-3533-T-03854",
    "score": 81,
    "band": "very high",
    "range": [
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    "d": [
      4,
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      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "VAT returns follow published rules and come straight from accounting exports, so software prepares them, with the figures reviewed.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3533",
    "occupationId": null
  },
  {
    "taskId": "uk-3533-T-11573",
    "score": 61,
    "band": "high",
    "range": [
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Logging cash, cheque and voucher transactions is routine capture, but the physical items must be handled before recording.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
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  },
  {
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      77,
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      3
    ],
    "confidence": "high",
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    "rationale": "Matching orders to invoices is rules-based comparison already automated in most finance teams, with exceptions reviewed.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Paying invoices from approved records is routine processing software already does, with the payment run checked elsewhere.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
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      3
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    "rationale": "Preparing cheque payments is routine, but cheques are physical items someone must produce and handle before they go out.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3533",
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  {
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      1,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Activity, expense and budget reports come out of the accounting system, so software writes them, with managers reviewing.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3533",
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  {
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      85
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      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Matching payroll runs to bank statements is classic reconciliation that software does thoroughly, with the accounts reviewed later.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3533",
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Recording sales and receipts is routine data work, though paper receipts still need someone to capture them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3533",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Submitting completed statutory forms is routine filing against published rules, with the figures already checked by an accountant.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3533",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking deposit slip amounts is straightforward verification, but the slips are physical documents somebody has to handle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3533",
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  {
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      3
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    "unstable": false,
    "rationale": "Rules can be summarised easily, but following them and helping colleagues do so is a person's job.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      4
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    "rationale": "The calculations and submission are highly standardised, though a qualified person usually signs the figures off.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Budget figures come straight from the accounting system, so software documents them reliably; the finished accounts are still reviewed by a qualified accountant.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3533",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Expense rules are clear and checkable, so most claim processing can be handled automatically with occasional queries.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Monitoring accounts for missed payments is automated alerting against stored data, with follow-up action decided separately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3533",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Return preparation is largely automated, but professional practice expects a qualified person in the loop before an annual return is filed.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Copying agreed details from matched paperwork into records is exactly the routine capture software handles, with later checks on the accounts.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3533",
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  {
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      0,
      3
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    "confidence": "high",
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    "rationale": "Costing from price lists and estimates is arithmetic against stored data, which software does reliably before an accountant reviews it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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      3
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    "rationale": "Discounts, equity and principal are fixed calculations on stored figures, done reliably by software and checked in the accounts.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Preparing the banking is routine, but physically getting cash and cheques to the bank needs somebody to make the journey.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3533",
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  {
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    "rationale": "Expense reports follow a fixed format and the data is already in the system; the accounts are checked further along.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "rationale": "Financial calculation and record-keeping is exactly what accounting software already does at professional standard, checked later in the accounts.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "confidence": "medium",
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    "rationale": "Counting and bagging the day's takings after closing is hands-on work with physical cash, whatever the paperwork behind it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "rationale": "Scanning tools read paper records well, though someone must handle the documents, and the entries feed accounts checked later.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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      3
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    "confidence": "high",
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    "rationale": "Raising purchase orders from approved requests is routine transaction processing software already handles, checked in the accounts.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3533",
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      4
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    "rationale": "Routine office correspondence is exactly the kind of standard writing software produces at professional quality, with no approval needed.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3533",
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      3
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    "confidence": "high",
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    "rationale": "Producing documentation to a set company format is standard writing software handles well, with review built into the process.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Stock control is standard software work, with an occasional physical check of the cupboard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4142",
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
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    "confidence": "high",
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    "rationale": "Most routine enquiries can be answered automatically, though callers often want a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Analysing accounts for ways to improve profit is documented work software drafts, with managers deciding what to act on.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "unstable": false,
    "rationale": "Financial plans can be drafted, but co-ordinating and directing the people who produce them needs a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3
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    "rationale": "Managing budgets and reporting draws on system data software handles, though owning the numbers sits with finance leadership.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "unstable": false,
    "rationale": "The analysis behind short-term financial advice is straightforward; persuading management to act on it is not.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "The wording is easy to generate, but claimants are often upset and want a person walking them through it.",
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    "modelId": "claude-opus-5",
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    "unstable": false,
    "rationale": "Changing a name or a sum insured on an existing record is routine system work with a clear right answer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3534",
    "occupationId": null
  },
  {
    "taskId": "uk-3534-T-04599",
    "score": 64,
    "band": "high",
    "range": [
      60,
      68
    ],
    "d": [
      3,
      0,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Chasing missing details is mostly templated contact; only the odd awkward case needs a person to pick up the phone.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3534",
    "occupationId": null
  },
  {
    "taskId": "uk-3534-T-08125",
    "score": 93,
    "band": "very high",
    "range": [
      89,
      97
    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Typing claim details into a database is the plainest form of data entry, and systems already capture most of it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-3534-T-14751",
    "score": 56,
    "band": "partial",
    "range": [
      49,
      63
    ],
    "d": [
      3,
      0,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Deciding to pay out, even a small amount, is money leaving the firm, so a responsible person signs it off.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3534",
    "occupationId": null
  },
  {
    "taskId": "uk-3534-T-18495",
    "score": 81,
    "band": "very high",
    "range": [
      77,
      85
    ],
    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Verifying application details against records is systematic checking software performs consistently, with underwriting decisions made separately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3534",
    "occupationId": null
  },
  {
    "taskId": "uk-3534-T-20307",
    "score": 40,
    "band": "partial",
    "range": [
      33,
      47
    ],
    "d": [
      2,
      0,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Live calls from people mid-claim need someone who can hear the tone and respond, not just retrieve the file.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3534",
    "occupationId": null
  },
  {
    "taskId": "uk-3534-T-20784",
    "score": 81,
    "band": "very high",
    "range": [
      77,
      85
    ],
    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Passing a completed claim through to payment is a system step with clear rules and little judgement.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3534",
    "occupationId": null
  },
  {
    "taskId": "uk-3534-T-02436",
    "score": 81,
    "band": "very high",
    "range": [
      77,
      85
    ],
    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Premiums come from rating tables and formulas, which computers already work through faster and more accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3534",
    "occupationId": null
  },
  {
    "taskId": "uk-3534-T-02454",
    "score": 81,
    "band": "very high",
    "range": [
      77,
      85
    ],
    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Applying published rate standards to a set of facts is arithmetic against a rulebook.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3534",
    "occupationId": null
  },
  {
    "taskId": "uk-3534-T-03683",
    "score": 69,
    "band": "high",
    "range": [
      62,
      76
    ],
    "d": [
      4,
      0,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Matching an application against written reinstatement criteria is mechanical, but the approval itself commits an insurer, so an authorised employee owns it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3534",
    "occupationId": null
  },
  {
    "taskId": "uk-3534-T-05052",
    "score": 69,
    "band": "high",
    "range": [
      65,
      73
    ],
    "d": [
      4,
      0,
      1,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Writing to a customer about the state of their account is standard correspondence built from data already on file.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3534",
    "occupationId": null
  },
  {
    "taskId": "uk-3534-T-11788",
    "score": 81,
    "band": "very high",
    "range": [
      77,
      85
    ],
    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping a clean record of policies and the decisions behind them is filing and logging work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3534",
    "occupationId": null
  },
  {
    "taskId": "uk-3534-T-16133",
    "score": 81,
    "band": "very high",
    "range": [
      77,
      85
    ],
    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "New policy set-up follows a fixed sequence of checks and data entries with very little that varies.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3534",
    "occupationId": null
  },
  {
    "taskId": "uk-3534-T-19884",
    "score": 81,
    "band": "very high",
    "range": [
      77,
      85
    ],
    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Submitting a coverage application is filling a defined form from information already gathered.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3534",
    "occupationId": null
  },
  {
    "taskId": "uk-3534-T-02445",
    "score": 56,
    "band": "partial",
    "range": [
      49,
      63
    ],
    "d": [
      3,
      0,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "The sums follow published standards, but reserve levels are a firm's stated financial position, so a qualified person owns them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3534",
    "occupationId": null
  },
  {
    "taskId": "uk-3534-T-03471",
    "score": 56,
    "band": "partial",
    "range": [
      49,
      63
    ],
    "d": [
      3,
      0,
      1,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Payment chasing runs largely on automated reminders, though some customers still need a conversation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3534",
    "occupationId": null
  },
  {
    "taskId": "uk-3534-T-08488",
    "score": 66,
    "band": "high",
    "range": [
      62,
      70
    ],
    "d": [
      3,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Working out what a change means by reading company documents is document analysis, which software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3534",
    "occupationId": null
  },
  {
    "taskId": "uk-3534-T-17512",
    "score": 79,
    "band": "high",
    "range": [
      75,
      83
    ],
    "d": [
      4,
      0,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Pointing a customer at an approved garage or contractor is a lookup against an existing list.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3534",
    "occupationId": null
  },
  {
    "taskId": "uk-3534-T-02855",
    "score": 81,
    "band": "very high",
    "range": [
      77,
      85
    ],
    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Recalculating interest, premiums and surrender values is arithmetic against fixed rules.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3534",
    "occupationId": null
  },
  {
    "taskId": "uk-3534-T-08116",
    "score": 93,
    "band": "very high",
    "range": [
      89,
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    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keying adjustments into an accounts system is routine data entry with a defined right answer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3534",
    "occupationId": null
  },
  {
    "taskId": "uk-3534-T-15518",
    "score": 81,
    "band": "very high",
    "range": [
      77,
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    ],
    "d": [
      4,
      0,
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      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "These forms follow published templates and the data sits in bank systems, so software fills them; someone senior signs before submission.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3534",
    "occupationId": null
  },
  {
    "taskId": "uk-3534-T-13788",
    "score": 93,
    "band": "very high",
    "range": [
      89,
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    ],
    "d": [
      4,
      0,
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      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Pulling a list of cancelled policies out of a system is a straightforward report you can run automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3534",
    "occupationId": null
  },
  {
    "taskId": "uk-3534-T-03877",
    "score": 93,
    "band": "very high",
    "range": [
      89,
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    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Drafting business letters and emails on someone else's behalf is one of the things language software does best.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-3534-T-11113",
    "score": 93,
    "band": "very high",
    "range": [
      89,
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    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Issuing a receipt is generated by the till system, with only the handover done by a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:36.798Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4129",
    "occupationId": null
  },
  {
    "taskId": "uk-3534-T-14350",
    "score": 93,
    "band": "very high",
    "range": [
      89,
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    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Sorting and filing office records on a computer is exactly the kind of organising software already handles.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3534",
    "occupationId": null
  },
  {
    "taskId": "uk-3534-T-20745",
    "score": 93,
    "band": "very high",
    "range": [
      89,
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    ],
    "d": [
      4,
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      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Moving figures from one place into a worksheet is copying and formatting, which is fully automatable.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3534",
    "occupationId": null
  },
  {
    "taskId": "uk-3534-T-00880",
    "score": 83,
    "band": "very high",
    "range": [
      79,
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    ],
    "d": [
      3,
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      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Forecasting from financial and economic data draws on abundant published material AI handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1131",
    "occupationId": null
  },
  {
    "taskId": "uk-3534-T-02862",
    "score": 93,
    "band": "very high",
    "range": [
      89,
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    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Credit ratings come back automatically from bureau systems, so checking them is largely a machine step already.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3534",
    "occupationId": null
  },
  {
    "taskId": "uk-3534-T-00827",
    "score": 69,
    "band": "high",
    "range": [
      62,
      76
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    "d": [
      4,
      0,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Credit analysis is model-driven and well documented, but deciding to lend commits the bank, so competent staff must own it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3534",
    "occupationId": null
  },
  {
    "taskId": "uk-3534-T-01324",
    "score": 69,
    "band": "high",
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    "d": [
      4,
      0,
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Automated credit decisions are lawful and common, but approving lending commits the bank so competent staff must own the outcome.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3534",
    "occupationId": null
  },
  {
    "taskId": "uk-3534-T-01620",
    "score": 69,
    "band": "high",
    "range": [
      62,
      76
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    "d": [
      4,
      0,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Credit risk scoring already runs on models and stored data, but the lending assessment commits the bank so authorised staff own it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3534",
    "occupationId": null
  },
  {
    "taskId": "uk-3534-T-02512",
    "score": 30,
    "band": "low",
    "range": [
      23,
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    ],
    "d": [
      2,
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      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Collections calls are governed by conduct rules requiring competent staff, and people in arrears respond to a person, not a script.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3534",
    "occupationId": null
  },
  {
    "taskId": "uk-3534-T-03488",
    "score": 56,
    "band": "partial",
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    "d": [
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Payment collection runs largely through systems, though customers who have not paid usually need a person to contact them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3534",
    "occupationId": null
  },
  {
    "taskId": "uk-3534-T-03814",
    "score": 69,
    "band": "high",
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      62,
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    "d": [
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Completing applications and credit analysis is largely automated, but the lending assessment is regulated business needing competent bank staff.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
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      77,
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      3
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    "confidence": "high",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
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  {
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    "rationale": "Processing an approved application is a defined workflow that systems handle end to end.",
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  },
  {
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    "confidence": "medium",
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    "rationale": "The analysis is highly automatable, but setting someone's credit limit is a regulated decision an accountable person makes.",
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    "scoredUnderOccupationId": "uk-soc-3534",
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  {
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    "rationale": "Opening a credit account is a defined sequence of checks and record creation.",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3534",
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  {
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Classifying risks and investments is well-documented analysis with abundant reference material.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      49,
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      3,
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      1,
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Instructing solicitors is administrative here, since conducting the litigation is the lawyer's reserved work, and the paperwork is standard.",
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  {
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    "confidence": "medium",
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    "rationale": "Eligibility assessment runs on documented criteria and stored data, but the lending decision commits the bank so competent staff own it.",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3534",
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  {
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    "confidence": "high",
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    "rationale": "Comparing companies against industry peers is documented analysis run on available financial data, with lending judgements taken separately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3534",
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  {
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      3
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    "confidence": "medium",
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    "rationale": "Reviewing how financial systems and procedures work is documented analysis software drafts, with findings acted on by managers.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
    "taskId": "uk-3534-T-13425",
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      89,
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      3
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    "confidence": "high",
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    "rationale": "Tracking spending and cash flow against budget is standard accounting software territory.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1131",
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  {
    "taskId": "uk-3534-T-15810",
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      89,
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      3
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    "confidence": "high",
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    "rationale": "Turning operational and financial data into a performance report is highly automatable.",
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  {
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      77,
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    "d": [
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      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Deciding which balances to write off follows written policy against stored data, with the outcome reviewed in the accounts.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
    "taskId": "uk-3534-T-18598",
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      77,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Checking a loan agreement against policy is systematic document review software performs well, with the signing done separately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
    "taskId": "uk-3534-T-19893",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "The application is explicitly passed to underwriting for the decision, and assembling it from bank data is routine.",
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    "modelId": "claude-opus-5",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Analysing revenue and cost data to set budget priorities is spreadsheet work AI does well.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1131",
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  {
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    "confidence": "medium",
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    "rationale": "Affordability rules require a competent lender employee to set a repayment plan, though the analysis behind it is standard and automatable.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
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  {
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Exchanging credit information with other firms happens through conversations between people who know each other, using facts that stay private.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
    "taskId": "uk-3534-T-07046",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Running an insurance and risk programme means directing people and owning decisions, though the underlying analysis is well documented.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
    "taskId": "uk-3534-T-09038",
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      3
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    "confidence": "high",
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    "rationale": "Passing unrecoverable accounts to collectors is a rules-driven step systems already perform.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1131",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reviewing controls and suggesting improvements is analysis and writing AI supports strongly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "confidence": "medium",
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    "rationale": "Writing up losses or rule breaches uses internal facts that stay private, and a responsible officer must stand behind the report.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Complaint rules require a competent bank employee to handle the case, and customers expect a real conversation, though software drafts the written response.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
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  {
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    "d": [
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Screening customer files against overdue criteria is a straightforward query on bank data, with collection decisions made afterwards.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
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  {
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    "d": [
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Winning local business rests on relationships and a presence in the area.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "confidence": "medium",
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    "rationale": "Routine messages draft easily, but working relationships with customers and suppliers are built by people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
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  {
    "taskId": "uk-3534-T-03641",
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    "confidence": "medium",
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    "rationale": "Serving a customer at the counter happens face to face.",
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    "modelId": "claude-opus-5",
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  {
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    "confidence": "medium",
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    "rationale": "Getting different departments to pull together depends on working relationships across the business.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1131",
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      4
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    "confidence": "high",
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    "rationale": "Retention and destruction schedules follow published standards AI can turn into policy.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "d": [
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Shareholder reporting is produced from systems, but what a company tells its investors carries formal approval by accountable officers.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Untangling a complicated customer problem usually means judgement calls and a person the customer will listen to.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Conduct rules require competent staff to agree repayment terms, and customers in difficulty need a person who can respond.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Serving customers face to face as well as on screen means part of the job needs someone actually there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "uk-3534-T-03357",
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      1,
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      3
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    "promptVersion": "task_scoring_v1.0",
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  {
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      2,
      2
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": null,
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  },
  {
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      43,
      57
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      1,
      1,
      2
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    "rationale": "Building a target list from public and internal data is research work, though the useful contacts are often private.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
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  {
    "taskId": "uk-3534-T-13314",
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      79,
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      0,
      0,
      4
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    "rationale": "Legislation and consultations are published openly, so tracking and summarising changes is well-suited to software.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3534",
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  },
  {
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      3,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Developing professional staff depends on a relationship between the leader and each person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1131",
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  {
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      2,
      2
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  },
  {
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      0,
      0,
      3
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    "rationale": "Writing and building the deck is quick for software, though the plan itself needs the business's own thinking.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3556",
    "occupationId": null
  },
  {
    "taskId": "uk-3534-T-08422",
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      33,
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      0,
      2,
      3
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    "unstable": false,
    "rationale": "Performance data can be summarised automatically, but appraising someone's work is a conversation between people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
    "occupationId": null
  },
  {
    "taskId": "uk-3534-T-17438",
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      28,
      42
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      0,
      0,
      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Sifting applications is automatable, but hiring decisions rest on meeting candidates and judging fit.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3534",
    "occupationId": null
  },
  {
    "taskId": "uk-3534-T-08161",
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      14
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      0,
      4,
      1
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    "confidence": "high",
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    "rationale": "A working relationship with a client is built by a person over time and cannot be handed to software.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3534",
    "occupationId": null
  },
  {
    "taskId": "uk-3534-T-21392",
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      3,
      1
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    "confidence": "high",
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    "rationale": "Turning existing relationships into new business depends on the trust those people place in a particular individual.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  },
  {
    "taskId": "uk-3534-T-08735",
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      3,
      1
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    "confidence": "medium",
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    "rationale": "Keeping different offices working together is about personal relationships built up over time.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3534",
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  },
  {
    "taskId": "uk-3534-T-06854",
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      0,
      2,
      2
    ],
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    "unstable": false,
    "rationale": "Winning support from company officials depends on relationships.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3556",
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  {
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      7,
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      0,
      3,
      1
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Standing between managers and staff works only if both sides trust the individual doing it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3534",
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  },
  {
    "taskId": "uk-3541-T-00406",
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    "d": [
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      1,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Energy efficiency advice is thoroughly documented, so software can produce tailored recommendations from a building's data.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3541",
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  {
    "taskId": "uk-3541-T-02596",
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      4,
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      0,
      3
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    "confidence": "high",
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    "rationale": "An energy inspection means walking the property, and the certificate must come from an accredited assessor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3541",
    "occupationId": null
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  {
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      71,
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      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Energy reduction strategies are written from consumption data and well documented measures.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:31:26.786Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2129",
    "occupationId": null
  },
  {
    "taskId": "uk-3541-T-11546",
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      0,
      3
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    "confidence": "medium",
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    "rationale": "Once the measurements are in, the rating is calculated by software; accreditation is what keeps a person in the loop.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
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  {
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      3
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    "rationale": "The recommendations follow published methods, but a formally accredited assessor must issue them for them to count.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
    "taskId": "uk-3541-T-00918",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Half-hourly meter data is structured and abundant, so trend analysis runs almost entirely in software.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      3
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    "rationale": "Collecting data by walking the site, inspecting and sub-metering requires being there.",
    "promptVersion": "task_scoring_v1.0",
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  {
    "taskId": "uk-3541-T-09512",
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      3
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    "rationale": "Ranking savings measures follows documented methods, but the shortlist depends on what someone has seen at the building.",
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    "rationale": "The building has to be walked and the plant looked at, and a formally accredited assessor must carry out the survey.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Specification sheets follow published standards, but funded retrofit work requires a qualified person to sign the design off.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3
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    "rationale": "Judging where equipment can go needs someone walking the commercial site, even though the calculations are well documented.",
    "promptVersion": "task_scoring_v1.0",
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      3
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    "rationale": "Energy savings are calculated from documented methods and measured data, which software does quickly and consistently.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "A blower-door test means fitting equipment to the building and running it, which has to be done in person.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Usage patterns come out of meter and booking data, which software reads well, with occasional checks on site.",
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    "rationale": "Heating and cooling efficiency options are thoroughly documented, so software can shortlist them for an engineer to check.",
    "promptVersion": "task_scoring_v1.0",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Energy reports follow standard formats and draw on measured data, so software can produce most of the document.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
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      3
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    "rationale": "Aerial imagery and design tools do much of the feasibility work, but certified schemes need a qualified person's design sign-off.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Much of this is on public record, but age and build type are usually confirmed by looking at the property.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3
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    "rationale": "Feasibility judgements draw on well-documented engineering rules, though site specifics come from someone who has been there.",
    "promptVersion": "task_scoring_v1.0",
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    "scoredAt": "2026-08-04T20:15:00.000Z",
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    "taskId": "uk-3541-T-01041",
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    "band": "partial",
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      46,
      60
    ],
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      3,
      0,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Common questions about bids can be answered automatically, but buyers usually want to talk to someone.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3541",
    "occupationId": null
  },
  {
    "taskId": "uk-3541-T-04136",
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      21,
      35
    ],
    "d": [
      2,
      0,
      0,
      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Negotiating contract terms depends on live give and take with the other side.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4131",
    "occupationId": null
  },
  {
    "taskId": "uk-3541-T-11194",
    "score": 83,
    "band": "very high",
    "range": [
      79,
      87
    ],
    "d": [
      3,
      0,
      0,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Inflation, exchange rates and cost indices are public data that AI tools track continuously.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3541",
    "occupationId": null
  },
  {
    "taskId": "uk-3541-T-15555",
    "score": 93,
    "band": "very high",
    "range": [
      89,
      97
    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Regular cost statements come straight out of the accounting data, which software produces reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:42:09.184Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1134",
    "occupationId": null
  },
  {
    "taskId": "uk-3541-T-20201",
    "score": 64,
    "band": "high",
    "range": [
      57,
      71
    ],
    "d": [
      3,
      0,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Scoring suppliers against criteria is structured comparison work software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:08:06.879Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4133",
    "occupationId": null
  },
  {
    "taskId": "uk-3541-T-11414",
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      23,
      37
    ],
    "d": [
      2,
      1,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Coordinating with construction managers, planners and designers runs on live conversation and negotiation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:31:26.786Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2129",
    "occupationId": null
  },
  {
    "taskId": "uk-3541-T-04296",
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      6,
      14
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      1,
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      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Judging a proposed site means standing on it and seeing access, ground and surroundings for yourself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3541",
    "occupationId": null
  },
  {
    "taskId": "uk-3541-T-08803",
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    "band": "high",
    "range": [
      68,
      82
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      3,
      0,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Completing project documentation at each stage is structured writing software drafts reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2134",
    "occupationId": null
  },
  {
    "taskId": "uk-3541-T-15257",
    "score": 75,
    "band": "high",
    "range": [
      68,
      82
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    "d": [
      3,
      0,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Draft plans generate quickly, but realistic timings depend on knowing what this particular team can deliver.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2139",
    "occupationId": null
  },
  {
    "taskId": "uk-3541-T-18285",
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      11,
      25
    ],
    "d": [
      2,
      2,
      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Fixing problems on a live construction job usually means being there and working it out with people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:42:09.184Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1134",
    "occupationId": null
  },
  {
    "taskId": "uk-3541-T-12396",
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      36,
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      0,
      1,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Tender documents and scoring can be largely automated, but a named officer must own the process and the award.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3541",
    "occupationId": null
  },
  {
    "taskId": "uk-3541-T-00185",
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      11,
      25
    ],
    "d": [
      1,
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      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Following safety rules is something a person does on site; the written procedures behind it are already fully documented.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3541",
    "occupationId": null
  },
  {
    "taskId": "uk-3541-T-04303",
    "score": 51,
    "band": "partial",
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      44,
      58
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      0,
      0,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Working out standard hours and cost data is analysis, though gathering it can mean watching the work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:42:09.184Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1134",
    "occupationId": null
  },
  {
    "taskId": "uk-3541-T-10786",
    "score": 10,
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      3,
      17
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    "d": [
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      3,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Drawings can be read by software, but precise measurements for an installation are taken at the location.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3541",
    "occupationId": null
  },
  {
    "taskId": "uk-3541-T-16011",
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      33,
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      2,
      0,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Winning client approval happens in the room, though the proposal itself is easily drafted.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:34:23.812Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3554",
    "occupationId": null
  },
  {
    "taskId": "uk-3541-T-02180",
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      0,
      4
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    "d": [
      1,
      4,
      1,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Surveying a loss means attending the site and seeing the damage in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3541",
    "occupationId": null
  },
  {
    "taskId": "uk-3541-T-10984",
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      28
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      2,
      1,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Some assessment can be done from photographs and documents, but serious damage is usually inspected in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3541",
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  },
  {
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      77,
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      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Writing up findings and a settlement recommendation is structured report writing that AI drafts strongly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3541",
    "occupationId": null
  },
  {
    "taskId": "uk-3541-T-02204",
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      49,
      63
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      2,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Straightforward claims can be approved automatically, but releasing money is a decision a regulated firm answers for.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3541",
    "occupationId": null
  },
  {
    "taskId": "uk-3541-T-08075",
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      0,
      4
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    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Making a damaged site safe means physically securing it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3541",
    "occupationId": null
  },
  {
    "taskId": "uk-3541-T-10913",
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      2
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    "confidence": "medium",
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    "rationale": "Claim interviews depend on reading how someone answers, which is hard to do without a person in the conversation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3541",
    "occupationId": null
  },
  {
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      28
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      1,
      3,
      3
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    "confidence": "medium",
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    "rationale": "The technical side is well supported by software, but the task itself names the people skills as central.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3541",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Surveying damage on a site visit is looking at and measuring the damage in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3541",
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  },
  {
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      1,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Quantifying lost income from trading records is accounts analysis that software performs well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3541",
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  },
  {
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Comparing a claim against the policy wording is exactly the kind of checking software does quickly and consistently.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3541",
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  },
  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Checking settlements against company procedure is rule matching, well suited to automated checks.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3541",
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  {
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Spotting issues in documented information and suggesting fixes is exactly the kind of analysis software now does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3541",
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  {
    "taskId": "uk-3541-T-10957",
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      3,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Discussing valuation with a claimant is a two-way conversation where reassurance and credibility matter.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3541",
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  },
  {
    "taskId": "uk-3541-T-12311",
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      27,
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      3,
      1,
      1,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Much of running a claim is documents and deadlines, but the evidence often comes from visits and conversations.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3541",
    "occupationId": null
  },
  {
    "taskId": "uk-3541-T-21518",
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      62,
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Comparing a claim against policy wording is a documented reading task that software handles well, with a person confirming the outcome.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3541",
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  },
  {
    "taskId": "uk-3541-T-00405",
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      49,
      63
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    "d": [
      3,
      0,
      1,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Loss prevention advice draws on well-documented risk guidance, so software can tailor sound recommendations from claims history.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3541",
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  },
  {
    "taskId": "uk-3541-T-04765",
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      0,
      1,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Claims workflow, allocation and chasing are largely systematised, though a person still owns the decisions and the exceptions.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3541",
    "occupationId": null
  },
  {
    "taskId": "uk-3541-T-08148",
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      77,
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      0,
      1,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Spotting claims that look wrong and flagging them is pattern detection that software already does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3541",
    "occupationId": null
  },
  {
    "taskId": "uk-3541-T-10934",
    "score": 26,
    "band": "low",
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      19,
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    "d": [
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      1,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Written requests can be automated, but getting useful answers from police, doctors and witnesses often needs a person chasing.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3541",
    "occupationId": null
  },
  {
    "taskId": "uk-3541-T-11051",
    "score": 32,
    "band": "low",
    "range": [
      25,
      39
    ],
    "d": [
      2,
      1,
      1,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Claims data flags suspicious patterns well, but proving a claim is false still takes a person following up the evidence.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3541",
    "occupationId": null
  },
  {
    "taskId": "uk-3541-T-13610",
    "score": 28,
    "band": "low",
    "range": [
      21,
      35
    ],
    "d": [
      2,
      0,
      1,
      3,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Settlement figures can be modelled, but agreeing one is a negotiation between people with money at stake.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3541",
    "occupationId": null
  },
  {
    "taskId": "uk-3541-T-19442",
    "score": 37,
    "band": "low",
    "range": [
      30,
      44
    ],
    "d": [
      2,
      0,
      2,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Settling a claim is a regulated decision that a person at an authorised firm has to make and stand behind.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3541",
    "occupationId": null
  },
  {
    "taskId": "uk-3541-T-04599",
    "score": 64,
    "band": "high",
    "range": [
      60,
      68
    ],
    "d": [
      3,
      0,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Chasing missing details is mostly templated contact; only the odd awkward case needs a person to pick up the phone.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3534",
    "occupationId": null
  },
  {
    "taskId": "uk-3541-T-10933",
    "score": 26,
    "band": "low",
    "range": [
      19,
      33
    ],
    "d": [
      2,
      1,
      1,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Correspondence is easy to automate, but probing a questionable claim relies on how people respond when questioned.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3541",
    "occupationId": null
  },
  {
    "taskId": "uk-3541-T-14331",
    "score": 48,
    "band": "partial",
    "range": [
      41,
      55
    ],
    "d": [
      3,
      1,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Arranging salvage, repairs and clean-up is scheduling and contractor management, though the work happens on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3541",
    "occupationId": null
  },
  {
    "taskId": "uk-3541-T-03510",
    "score": 42,
    "band": "partial",
    "range": [
      35,
      49
    ],
    "d": [
      3,
      1,
      1,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Requesting footage and police reports is routine chasing, though someone occasionally has to collect material in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3541",
    "occupationId": null
  },
  {
    "taskId": "uk-3541-T-08125",
    "score": 93,
    "band": "very high",
    "range": [
      89,
      97
    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Typing claim details into a database is the plainest form of data entry, and systems already capture most of it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-3541-T-09343",
    "score": 66,
    "band": "high",
    "range": [
      62,
      70
    ],
    "d": [
      3,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Confidentiality rules are written down and largely enforced by systems, so most of the routine handling can be automated safely.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3541",
    "occupationId": null
  },
  {
    "taskId": "uk-3541-T-11009",
    "score": 32,
    "band": "low",
    "range": [
      25,
      39
    ],
    "d": [
      2,
      1,
      1,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Data analysis points to likely fraud or theft, but gathering and testing the evidence still needs a person on the case.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3541",
    "occupationId": null
  },
  {
    "taskId": "uk-3541-T-12930",
    "score": 16,
    "band": "minimal",
    "range": [
      9,
      23
    ],
    "d": [
      1,
      0,
      1,
      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Resolving a dispute depends on both sides accepting the person in the middle as fair.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3541",
    "occupationId": null
  },
  {
    "taskId": "uk-3541-T-17532",
    "score": 81,
    "band": "very high",
    "range": [
      77,
      85
    ],
    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Applying referral criteria and passing a claim on is a routine routing decision.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3541",
    "occupationId": null
  },
  {
    "taskId": "uk-3541-T-18636",
    "score": 66,
    "band": "high",
    "range": [
      62,
      70
    ],
    "d": [
      3,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Reading police and medical records to work out who is liable is document analysis AI does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3541",
    "occupationId": null
  },
  {
    "taskId": "uk-3541-T-00062",
    "score": 18,
    "band": "minimal",
    "range": [
      11,
      25
    ],
    "d": [
      2,
      1,
      1,
      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Acting for the company in dealings with property owners depends on being a trusted point of contact.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3541",
    "occupationId": null
  },
  {
    "taskId": "uk-3541-T-03657",
    "score": 57,
    "band": "partial",
    "range": [
      50,
      64
    ],
    "d": [
      3,
      0,
      0,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Requesting and chasing information from reinsurance brokers is routine correspondence that can be drafted and tracked automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-3541-T-08144",
    "score": 43,
    "band": "partial",
    "range": [
      36,
      50
    ],
    "d": [
      2,
      0,
      0,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Rules of thumb can flag cases, but deciding what to escalate and to whom needs judgement.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
    "occupationId": null
  },
  {
    "taskId": "uk-3541-T-10921",
    "score": 35,
    "band": "low",
    "range": [
      28,
      42
    ],
    "d": [
      2,
      0,
      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Getting extra detail from a doctor or employer depends on a live conversation, though notes can be drafted.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4111",
    "occupationId": null
  },
  {
    "taskId": "uk-3541-T-11426",
    "score": 31,
    "band": "low",
    "range": [
      24,
      38
    ],
    "d": [
      2,
      0,
      1,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Positions and correspondence can be prepared by software, but settlement terms are argued out live with the other side's lawyers.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3541",
    "occupationId": null
  },
  {
    "taskId": "uk-3541-T-14358",
    "score": 75,
    "band": "high",
    "range": [
      71,
      79
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Turning gathered findings into an organised report is document work that software now does quickly and to a good standard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3541",
    "occupationId": null
  },
  {
    "taskId": "uk-3541-T-17985",
    "score": 66,
    "band": "high",
    "range": [
      62,
      70
    ],
    "d": [
      3,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Spotting over- and underpayments is reconciliation work software does faster and more reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-3541-T-03710",
    "score": 75,
    "band": "high",
    "range": [
      71,
      79
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Management reports are compiled from data the organisation already holds, which software does quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
    "occupationId": null
  },
  {
    "taskId": "uk-3541-T-08531",
    "score": 66,
    "band": "high",
    "range": [
      59,
      73
    ],
    "d": [
      3,
      0,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Land Registry titles are digital and structured, so software can check them reliably, with the legal opinion given elsewhere.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3541",
    "occupationId": null
  },
  {
    "taskId": "uk-3541-T-11723",
    "score": 75,
    "band": "high",
    "range": [
      71,
      79
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping claim files and an inventory of cases needing analysis is routine record-keeping in the claims system.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-3541-T-15660",
    "score": 81,
    "band": "very high",
    "range": [
      77,
      85
    ],
    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Estimating software produces the repair costs and fills the insurance forms from the damage details.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:43:16.830Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-3541-T-18018",
    "score": 4,
    "band": "minimal",
    "range": [
      0,
      8
    ],
    "d": [
      1,
      2,
      4,
      3,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Speaking for a client in court is legally the act of a person with rights of audience, and it happens in the hearing itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3541",
    "occupationId": null
  },
  {
    "taskId": "uk-3541-T-08284",
    "score": 42,
    "band": "partial",
    "range": [
      35,
      49
    ],
    "d": [
      3,
      1,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Automated valuation models are good, but a formal property valuation is signed by a qualified valuer who has seen it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3541",
    "occupationId": null
  },
  {
    "taskId": "uk-3541-T-02429",
    "score": 69,
    "band": "high",
    "range": [
      62,
      76
    ],
    "d": [
      4,
      0,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Depreciation, replacement cost and income calculations are arithmetic, though the final figure carries professional responsibility.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3541",
    "occupationId": null
  },
  {
    "taskId": "uk-3541-T-15587",
    "score": 69,
    "band": "high",
    "range": [
      62,
      76
    ],
    "d": [
      4,
      0,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Valuation reports follow a set structure and can be drafted from the figures, with a qualified valuer answerable.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3541",
    "occupationId": null
  },
  {
    "taskId": "uk-3541-T-02569",
    "score": 56,
    "band": "partial",
    "range": [
      49,
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    ],
    "d": [
      3,
      0,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Business and insurance valuations follow documented methods, but the figure is one a qualified valuer stands behind.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3541",
    "occupationId": null
  },
  {
    "taskId": "uk-3541-T-10344",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      1,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Inspecting property means being there and looking at it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3541",
    "occupationId": null
  },
  {
    "taskId": "uk-3541-T-16863",
    "score": 18,
    "band": "minimal",
    "range": [
      11,
      25
    ],
    "d": [
      2,
      2,
      2,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Comparable sales data is well recorded, but a development valuation needs an inspection and a registered valuer behind the figure.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3541",
    "occupationId": null
  },
  {
    "taskId": "uk-3541-T-01792",
    "score": 18,
    "band": "minimal",
    "range": [
      11,
      25
    ],
    "d": [
      2,
      2,
      2,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Comparable evidence is well recorded, but a lender-grade valuation needs an inspection and a registered valuer's name against the figure.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3541",
    "occupationId": null
  },
  {
    "taskId": "uk-3541-T-09164",
    "score": 3,
    "band": "minimal",
    "range": [
      0,
      7
    ],
    "d": [
      1,
      3,
      4,
      2,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Only the named expert can give evidence about their own valuation, in person, in the witness box.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3541",
    "occupationId": null
  },
  {
    "taskId": "uk-3541-T-17327",
    "score": 10,
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    "rationale": "Only a firm authorised by the financial regulator may advise clients on investments, and clients want a person answering for the recommendation.",
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    "rationale": "Finding comparable sales through databases and searches is exactly what software does best.",
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    "modelId": "claude-opus-5",
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  {
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      2
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    "rationale": "Expert evidence has to be given personally, on oath, by the named expert the court has accepted.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Compliance checks follow published rules, but the agent remains answerable for the transaction being lawful.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "rationale": "Revised figures can be calculated quickly, though a changed property usually needs looking at and a qualified sign-off.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-3541",
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      3
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    "confidence": "high",
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    "rationale": "Analysing market trends to set prices and stock levels is data analysis software does very well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Building and maintaining a valuations database is routine data work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Valuing jewellery, art and antiques depends on handling the item and on expertise that is hard to document.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Booking a photographer and arranging access is straightforward scheduling and correspondence.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3541",
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  {
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      1,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Research reports follow a familiar structure and draw on documented data, so software can produce a strong draft for review.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3541",
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  {
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      0,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Writing property descriptions from recorded details is exactly the sort of drafting AI does at high quality.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3541",
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  {
    "taskId": "uk-3541-T-01096",
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    "d": [
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      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Repair methods and times come from industry databases, which software applies consistently.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      0,
      3
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    "unstable": false,
    "rationale": "Repair costs and timings come from published schedules of rates, which software applies quickly once the damage is known.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3541",
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  {
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      4
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    "rationale": "Repair estimates come straight from parts prices and published labour times.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
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  },
  {
    "taskId": "uk-3541-T-10267",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Damage assessment from photographs is now good, but someone must see the vehicle to be sure.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
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  {
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      3
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    "rationale": "Estimating systems calculate repair costs from the recorded damage and produce the claim figures.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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    "rationale": "Comparing repair cost against pre-accident value is a calculation the estimating system already performs.",
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  {
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      2
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    "rationale": "Telling repairable from beyond-repair depends on handling the item and on experience.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
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    "scoredUnderOccupationId": "uk-soc-3411",
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  {
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      0,
      3
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    "rationale": "Looking up a vehicle's market value in industry guides is a database query.",
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    "modelId": "claude-opus-5",
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      3
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    "rationale": "Agreeing repair costs means talking it through with people who have their own interests and concerns.",
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      3
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    "confidence": "high",
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    "rationale": "Photographing damage means being at the vehicle with a camera.",
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    "modelId": "claude-opus-5",
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      3
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    "rationale": "Reaching agreement with a garage on cost is a negotiation between two people who deal with each other regularly.",
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      1,
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      3
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    "confidence": "high",
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    "rationale": "Salvage values come from published market data, which software looks up and applies reliably.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:43:16.830Z",
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      3
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    "rationale": "Checking airbags, tyres and other safety systems means examining the vehicle physically.",
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    "modelId": "claude-opus-5",
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      3
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    "rationale": "Authorisation requests can be generated, but the customer usually wants to talk before agreeing to the work.",
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    "modelId": "claude-opus-5",
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      3
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    "rationale": "Interpreting and applying estimates in software is structured calculation work.",
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      2
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    "rationale": "Telling accident damage from other damage relies on close physical inspection and experience.",
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      0,
      3
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    "confidence": "high",
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    "rationale": "Reading and recording vehicle identification details is a lookup, though someone has to see the vehicle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Mileage is captured automatically by fleet systems, though logging it still means looking at the vehicle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Modifications have to be spotted on the vehicle before they can be written down.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
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    "d": [
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      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Import and export rules are published in detail, so software can draft accurate advice, though odd goods still need a human check.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:20:00.000Z",
    "keyingScheme": "text-only",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Duty and tax rules are published, but customs filings normally go through a licensed broker.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
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    "taskId": "uk-3542-T-03179",
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      3,
      1,
      3
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    "confidence": "medium",
    "unstable": true,
    "rationale": "Clearing a shipment is a licensed broker's responsibility and involves ports, carriers and agencies.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-3542-T-00459",
    "score": 56,
    "band": "partial",
    "range": [
      49,
      63
    ],
    "d": [
      3,
      0,
      1,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Duty relief schemes are all published, so software can suggest savings, but the best route still needs a human eye.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3542",
    "occupationId": null
  },
  {
    "taskId": "uk-3542-T-01176",
    "score": 66,
    "band": "high",
    "range": [
      62,
      70
    ],
    "d": [
      3,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Concession and drawback claims follow published rules and forms, so software can prepare most of the application.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3542",
    "occupationId": null
  },
  {
    "taskId": "uk-3542-T-01356",
    "score": 79,
    "band": "high",
    "range": [
      72,
      86
    ],
    "d": [
      4,
      0,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Booking delivery or storage at the destination runs through documented systems and standard messages.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-3542-T-01384",
    "score": 64,
    "band": "high",
    "range": [
      60,
      68
    ],
    "d": [
      3,
      0,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Booking transport and storage runs on documented rates and schedules, which software arranges quickly and accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3542",
    "occupationId": null
  },
  {
    "taskId": "uk-3542-T-02422",
    "score": 88,
    "band": "very high",
    "range": [
      84,
      92
    ],
    "d": [
      4,
      0,
      1,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Duty is arithmetic against published rates, which software calculates faster and more consistently than a person would.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3542",
    "occupationId": null
  },
  {
    "taskId": "uk-3542-T-04414",
    "score": 26,
    "band": "low",
    "range": [
      19,
      33
    ],
    "d": [
      2,
      0,
      2,
      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Getting a stuck shipment moving depends on relationships with named officials at the agencies.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-3542-T-06119",
    "score": 75,
    "band": "high",
    "range": [
      71,
      79
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Choosing the cheapest sensible way to move goods is a planning calculation software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-3542-T-10076",
    "score": 85,
    "band": "very high",
    "range": [
      81,
      89
    ],
    "d": [
      4,
      0,
      0,
      1,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Telling clients where their shipment is and what rules apply is routine notification that systems already send automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3542",
    "occupationId": null
  },
  {
    "taskId": "uk-3542-T-10994",
    "score": 56,
    "band": "partial",
    "range": [
      49,
      63
    ],
    "d": [
      3,
      0,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Route planning is well documented and software optimises it, but hazardous consignments need a qualified safety adviser involved.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3542",
    "occupationId": null
  },
  {
    "taskId": "uk-3542-T-13217",
    "score": 70,
    "band": "high",
    "range": [
      66,
      74
    ],
    "d": [
      3,
      0,
      0,
      1,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping up with changing trade rules is reading and summarising published material, which software does quickly and thoroughly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3542",
    "occupationId": null
  },
  {
    "taskId": "uk-3542-T-14749",
    "score": 66,
    "band": "high",
    "range": [
      59,
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    ],
    "d": [
      3,
      0,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Freight and insurance charges are processed against set rates and invoices, so most payment preparation can be done automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-3542-T-15666",
    "score": 93,
    "band": "very high",
    "range": [
      89,
      97
    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Freight invoices are generated from rates and shipment records, and transport systems already produce them as a matter of course.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3542",
    "occupationId": null
  },
  {
    "taskId": "uk-3542-T-16939",
    "score": 72,
    "band": "high",
    "range": [
      65,
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    ],
    "d": [
      3,
      0,
      1,
      0,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Tariff rates are fully published, so quoting is largely lookup, but deciding the right commodity code still trips machines up.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3542",
    "occupationId": null
  },
  {
    "taskId": "uk-3542-T-18060",
    "score": 56,
    "band": "partial",
    "range": [
      52,
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    ],
    "d": [
      3,
      0,
      1,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Gathering standard shipping documents is a checklist job, though chasing missing papers from third parties still needs following up.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-3542-T-00562",
    "score": 70,
    "band": "high",
    "range": [
      63,
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    ],
    "d": [
      3,
      0,
      0,
      1,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Schedules, transit times and costs are published, so route suggestions are easy, but knowing which carrier really performs is not.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3542",
    "occupationId": null
  },
  {
    "taskId": "uk-3542-T-00582",
    "score": 64,
    "band": "high",
    "range": [
      60,
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    ],
    "d": [
      3,
      0,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Transport options are well documented, so software can compare routes, costs and timings and explain the trade-offs clearly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3542",
    "occupationId": null
  },
  {
    "taskId": "uk-3542-T-01868",
    "score": 31,
    "band": "low",
    "range": [
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    ],
    "d": [
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      0,
      1,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Claim paperwork can be drafted by software, but clients want a person handling the insurer and explaining what happens next.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3542",
    "occupationId": null
  },
  {
    "taskId": "uk-3542-T-03001",
    "score": 72,
    "band": "high",
    "range": [
      65,
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    ],
    "d": [
      3,
      0,
      1,
      0,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "The tariff is fully published and searchable, so software classifies most goods well, with a person confirming the tricky ones.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3542",
    "occupationId": null
  },
  {
    "taskId": "uk-3542-T-04883",
    "score": 24,
    "band": "low",
    "range": [
      17,
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    "d": [
      2,
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      1,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Rules for livestock, food and medicines are documented, but moving them lawfully needs authorised, certificated people involved.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3542",
    "occupationId": null
  },
  {
    "taskId": "uk-3542-T-10733",
    "score": 40,
    "band": "partial",
    "range": [
      30,
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    ],
    "d": [
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      3,
      1,
      3
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    "confidence": "medium",
    "unstable": true,
    "rationale": "Arranging cargo cover is document work, but UK rules mean an authorised firm must actually place the insurance.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-3542-T-13676",
    "score": 35,
    "band": "low",
    "range": [
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    "d": [
      2,
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      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Rate benchmarking can be prepared by software, but the price you get still depends on bargaining with a particular carrier.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3542",
    "occupationId": null
  },
  {
    "taskId": "uk-3542-T-14569",
    "score": 24,
    "band": "low",
    "range": [
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    "d": [
      2,
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      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Tracking and exception handling are largely systematised, but someone still has to be at the quayside or warehouse when things go wrong.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3542",
    "occupationId": null
  },
  {
    "taskId": "uk-3542-T-15567",
    "score": 93,
    "band": "very high",
    "range": [
      89,
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    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "A delivery note is a standard document filled from shipment records, which software produces reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3542",
    "occupationId": null
  },
  {
    "taskId": "uk-3542-T-18000",
    "score": 69,
    "band": "high",
    "range": [
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    "d": [
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Declaring cargo is a structured electronic filing, though the person submitting it carries real legal responsibility for what it says.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3542",
    "occupationId": null
  },
  {
    "taskId": "uk-3542-T-18206",
    "score": 79,
    "band": "high",
    "range": [
      72,
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    "d": [
      4,
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      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Booking freight space is done through carrier systems and is largely automated already, though tight markets reward known contacts.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3542",
    "occupationId": null
  },
  {
    "taskId": "uk-3542-T-00584",
    "score": 70,
    "band": "high",
    "range": [
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    "d": [
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    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Carrier types and their strengths are well documented, so comparison advice is straightforward to produce.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3542",
    "occupationId": null
  },
  {
    "taskId": "uk-3542-T-01864",
    "score": 56,
    "band": "partial",
    "range": [
      49,
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    "d": [
      3,
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      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Helping a client get a bond is form-filling and chasing; the actual underwriting decision sits with the guarantor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3542",
    "occupationId": null
  },
  {
    "taskId": "uk-3542-T-02489",
    "score": 93,
    "band": "very high",
    "range": [
      89,
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    ],
    "d": [
      4,
      0,
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      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Working out chargeable and volumetric weight is arithmetic from packing details, which software does instantly and exactly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3542",
    "occupationId": null
  },
  {
    "taskId": "uk-3542-T-04493",
    "score": 64,
    "band": "high",
    "range": [
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    "d": [
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      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Grouping shipments to save cost is a planning puzzle software is good at, though deadlines and mixed cargo need judgement.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-3542-T-09644",
    "score": 37,
    "band": "low",
    "range": [
      30,
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    ],
    "d": [
      2,
      0,
      1,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Spotting that something has gone wrong with a ship, crew or cargo relies on patchy early signals and experience.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3542",
    "occupationId": null
  },
  {
    "taskId": "uk-3542-T-11097",
    "score": 69,
    "band": "high",
    "range": [
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    ],
    "d": [
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      0,
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      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "The paperwork itself is standard, but certificates of origin have to be issued by a recognised body.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3542",
    "occupationId": null
  },
  {
    "taskId": "uk-3542-T-13007",
    "score": 49,
    "band": "partial",
    "range": [
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    "d": [
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      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Progress reporting is easily drafted, though resolving the issues themselves involves colleagues.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:36:21.102Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2431",
    "occupationId": null
  },
  {
    "taskId": "uk-3542-T-13808",
    "score": 27,
    "band": "low",
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    "d": [
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      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Line releases are granted to a licensed broker with a track record at that port.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-3542-T-15376",
    "score": 51,
    "band": "partial",
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    "d": [
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    "rationale": "Photocopiers and scanners need someone to load and operate the machine.",
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    "rationale": "Raising supply orders from stock levels is routine purchasing work that systems already handle.",
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    "rationale": "Giving callers accurate information is answerable from records, which AI can search instantly.",
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    "rationale": "Booking appointments against a diary is routine scheduling that software does reliably.",
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    "rationale": "Written procedures follow well-known patterns and can be drafted from how the office already works.",
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    "rationale": "Capturing a message and passing it on is simple, well-documented work software handles.",
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    "rationale": "Bringing your expertise to a team meeting depends on being there and being trusted by the people round the table.",
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    "rationale": "Checking that documents follow agreed style and format rules is consistent rule-application software does well.",
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    "rationale": "Getting to grips with new office systems depends partly on hands-on practice with the specific tools in place.",
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    "rationale": "Reading governance controls and documents for gaps is document review work software does reliably.",
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    "rationale": "Rostering is a scheduling problem software solves quickly using leave, hours and workload data.",
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    "rationale": "Routing calls to the right person is already handled automatically in most phone systems.",
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    "rationale": "Attending governance meetings with outside bodies is about the person in the room and the trust they carry.",
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    "rationale": "Rechecking a repaired system means running the test again on the actual vehicle.",
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    "rationale": "Supervising developers means managing people day to day, which software cannot take on.",
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    "rationale": "Procurement procedures are well documented, so setting them up and applying them is largely systematic work.",
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    "rationale": "Ordering and tracking deliveries is administrative work software does well, though goods arrive physically.",
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    "rationale": "Checking orders and contracts against written policy is document comparison, which software does thoroughly and at speed.",
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    "modelId": "claude-opus-5",
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    "rationale": "Analysing markets and delivery routes for availability is research and data work with plenty of published sources.",
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    "rationale": "Spend analysis and savings plans are strong ground for software once the purchasing data is available.",
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      76,
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      4
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    "modelId": "claude-opus-5",
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  {
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      92
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      1,
      0,
      4
    ],
    "confidence": "high",
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    "rationale": "Recording what was bought against each contract is structured bookkeeping that systems already handle.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3549",
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  {
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      1,
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      3
    ],
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3549",
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  },
  {
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      3,
      2
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    "rationale": "Sorting out a dispute with a supplier depends on the working relationship and a conversation, not a document.",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3549",
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      1,
      1,
      3
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    "rationale": "Building a budget around procurement needs is spreadsheet work drawn from purchasing and forecast data.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      2,
      3
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4131",
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      3
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    "confidence": "high",
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    "rationale": "Assembling a bid award paper for the board is structured document work from evaluation scores already recorded.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3549",
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  {
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      0,
      0,
      3
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    "confidence": "high",
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    "rationale": "Running an online purchasing system is computer administration software handles efficiently.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:07:52.978Z",
    "keyingScheme": "text-only",
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      3
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    "confidence": "medium",
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    "rationale": "Screening applicants is quick, but interviewing and deciding who to hire stays with a person.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      3
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    "rationale": "Reports on market conditions and costs are exactly the kind of research-and-summarise work software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      4
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    "rationale": "Entering clinical codes into the patient system is structured data work, with coding audits holding someone responsible.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Confidentiality is a professional duty carried by the person handling the records, not an output anything can produce.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      4
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      4
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    "confidence": "high",
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    "rationale": "Converting notes into ICD-10 codes follows a published classification, which is exactly the kind of work software excels at.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "modelId": "claude-opus-5",
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      3
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    "rationale": "Patient records are structured and rule-bound, so software can maintain most of them accurately and confidentially.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3
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    "rationale": "Checking and correcting patient records against source information is structured data work well suited to systems.",
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    "modelId": "claude-opus-5",
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    "rationale": "Working through outstanding coding reports and flagging them to the right people is routine tracking and messaging.",
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    "rationale": "Handling departmental queries and messages is straightforward communication work software handles well.",
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    "modelId": "claude-opus-5",
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    "modelId": "claude-opus-5",
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      3
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    "modelId": "claude-opus-5",
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    "confidence": "medium",
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    "rationale": "Notes can be structured quickly, but dental records are created chairside during the appointment.",
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    "keyingScheme": "text-only",
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      3
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    "rationale": "Reading paper records and getting them into systems is now done well by software, with someone handling the paper itself.",
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    "modelId": "claude-opus-5",
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      4
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    "rationale": "Pulling admission, discharge and waiting-list counts out of the patient system is a standard automated report.",
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    "rationale": "Compiling charts, reports and correspondence on a computer is document work software now does quickly and to a good standard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Writing up births and deaths is simple, but knowing about them means being with the animals.",
    "promptVersion": "task_scoring_v1.0",
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      3
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    "rationale": "Producing reports, invoices and documents from templates is well-automated office work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Sorting incoming documents and sending them to the right person is routine handling that software does accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
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    "unstable": false,
    "rationale": "Sending correspondence by email is automatic, but anything going by post still has to be printed and posted.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "d": [
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Trial rules are fully written down, but the law requires named people to be answerable for participants' safety and rights.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Remote monitoring covers much of this now, but site visits and the qualified judgement behind them still need a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
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    "confidence": "high",
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    "rationale": "Answering data queries draws on the trial database and documented rules, so software can prepare accurate replies.",
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      3
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    "modelId": "claude-opus-5",
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  },
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      0,
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      3
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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      0,
      3
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3549",
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      0,
      0,
      3
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4159",
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      1,
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      3,
      3
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    "keyingScheme": "text+occupation",
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      3
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    "keyingScheme": "text+occupation",
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      3
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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      3
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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      3
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    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text+occupation",
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    "keyingScheme": "text+occupation",
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      3
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    "modelId": "claude-opus-5",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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      3
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    "promptVersion": "task_scoring_v1.0",
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    "modelId": "claude-opus-5",
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      3
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "promptVersion": "task_scoring_v1.0",
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    "promptVersion": "task_scoring_v1.0",
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Working within trial data systems is structured, documented work that software handles well end to end.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Scheduling appointments and procedures against protocol rules is coordination work that software handles quickly and reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Recruitment leaflets and adverts are exactly the kind of writing software does well, with the ethics committee approving them afterwards.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "rationale": "Spotting patterns in sales figures is exactly what spreadsheets and analysis tools are built for.",
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    "rationale": "Tender documents follow standard templates and clause libraries, which is exactly what drafting tools do well.",
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  {
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    "unstable": false,
    "rationale": "Long-term working relationships with customers and suppliers are the whole point of this task.",
    "promptVersion": "task_scoring_v1.0",
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    "scoredUnderOccupationId": "uk-soc-2132",
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  {
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    "rationale": "Keeping records accurate is routine screen work software does reliably.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4159",
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  },
  {
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      3
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    "confidence": "medium",
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    "rationale": "Tracking a product portfolio against deadlines is structured scheduling work that software handles reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:36:21.102Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1132",
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  },
  {
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      4
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    "rationale": "Spotting sales trends and forecasting demand from records is standard analysis that software does quickly.",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
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  },
  {
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    "rationale": "Scanning markets for supply opportunities is research over widely published sources.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-3551",
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  {
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    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
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    "scoredUnderOccupationId": "uk-soc-1132",
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  {
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    "rationale": "Booking shipments and issuing delivery instructions is routine admin that logistics systems already automate.",
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      3
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    "rationale": "Checking bids against a stated rulebook is systematic comparison work software does reliably.",
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      2
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    "rationale": "Peer networking works because people meet each other and stay in touch.",
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      3
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    "rationale": "Working out mark-ups and mark-downs from sales data is a pricing calculation software handles well.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
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  {
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3551",
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    "rationale": "Budget tracking and cost breakdowns are calculation and reporting work software does well.",
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    "rationale": "First-line procurement questions follow familiar patterns software answers from policy and system data.",
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    "rationale": "Assembling and submitting a tender pack against a checklist is structured document work.",
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    "modelId": "claude-opus-5",
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    "rationale": "Budget figures prepare themselves, but agreeing them with managers happens in conversation.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Customer needs are written up easily, but they emerge through conversation with several groups.",
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  {
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    "rationale": "Professional relationships with senior colleagues exist between people, and cannot be produced by anything else.",
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    "scoredAt": "2026-08-04T17:33:03.484Z",
    "keyingScheme": "text-only",
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  {
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "modelId": "claude-opus-5",
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    "rationale": "Service contract and warranty terms are documented and can be explained automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Software builds the slides, but promoting a new product usually means presenting it in person to a room.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3
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    "rationale": "Competitor products and prices are largely published online, and software is good at gathering and comparing them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "rationale": "Quotations come from price lists and standard terms, so software prepares them with the salesperson checking unusual items.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
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  {
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    "rationale": "Sales materials are easy to write, but the selling itself relies on a person building the relationship.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "rationale": "Turning customer comments into useful design feedback is largely writing up patterns, which software does well from records.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      3
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    "rationale": "Head-office sales reports come straight from figures in the system, so software can compile and write them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Training material is easy to produce, though sales coaching works best in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3556",
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  {
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "rationale": "Software can find prospects and write the script, but a cold call still lands or fails on the person answering.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3552",
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
    "keyingScheme": "text-only",
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    "rationale": "Building a rota is a scheduling problem software solves, given the team's constraints.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
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    "rationale": "Support for a live application is well documented work software increasingly handles, with harder faults escalated to people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Credit terms follow company rules and credit data, so software can set them, subject to finance approval.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Routine operational paperwork is standard form-filling drawn from records the business already holds, which software completes quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Receipt scanning and card feeds already fill in expense claims automatically, leaving little more than a quick check by the person claiming.",
    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text+occupation",
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Spotting patterns in sales figures is exactly what spreadsheets and analysis tools are built for.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Supplier checks can be partly automated, but confirming a range is genuinely sourced responsibly rests on private information and visits to suppliers.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3553",
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  {
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    "rationale": "Working out what to reorder and when is well-documented number work software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7111",
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      3
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    "rationale": "Draft terms can be produced automatically, but agreeing a supply deal involves back-and-forth with a supplier who has their own interests.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3553",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Sales data analysis is a natural fit for AI, though deciding what to do about the findings stays with a buyer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3553",
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  {
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    "confidence": "high",
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    "rationale": "Selecting a collection at a trade fair means seeing and handling the products in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
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      3
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    "unstable": false,
    "rationale": "Forecasting and reordering stock is a well-solved maths problem, though someone still counts what is on the shelf.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:29:44.436Z",
    "keyingScheme": "text-only",
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      2
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    "rationale": "Layout suggestions can be generated from sales data, but the decision is made together by people looking at the shop floor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
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  {
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    "rationale": "The rules of vendor management and negotiation are widely written down, so guidance is easy to produce on demand.",
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      4
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  },
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      4
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  },
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      3
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      3
    ],
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    "rationale": "A case for support is persuasive written material these tools draft well, with the charity approving it.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3554",
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  },
  {
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  },
  {
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    "rationale": "Event planning can be largely drafted, but running an auction or a walk on the day needs people there.",
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      3
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    "rationale": "Analysing supporter data to understand behaviour is exactly the sort of work these tools do well.",
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    "rationale": "Funding submissions follow familiar formats tools draft well, though the charity must approve what is claimed.",
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    "modelId": "claude-opus-5",
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    "rationale": "Moving goods and supplies for an event needs people and vehicles on the day.",
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    "rationale": "Grant applications need shaping to a specific funder's history and priorities, so drafts still take heavy rewriting.",
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    "rationale": "Direct mail copy is well-patterned persuasive writing these tools produce well, with the charity approving it.",
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    "rationale": "Writing up findings with recommended actions is structured written work these tools do to a good standard.",
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  {
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    "rationale": "Market research and performance analysis to suggest improvements is squarely within these tools' strengths.",
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  {
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    "rationale": "Researching potential investors' finances and interests draws on published sources these tools search thoroughly.",
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    "modelId": "claude-opus-5",
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  {
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    "rationale": "Comparing recent sales to price a home is data analysis software does well, though the property condition still needs seeing.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-3555-T-07983",
    "score": 56,
    "band": "partial",
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      49,
      63
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      3,
      0,
      2,
      0,
      3
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    "unstable": false,
    "rationale": "Compliance checks against clear rules are well suited to software, though the agency is legally answerable for money-laundering and disclosure duties.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3555",
    "occupationId": null
  },
  {
    "taskId": "uk-3555-T-08284",
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    "band": "partial",
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      49,
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      4,
      1,
      1,
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      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Sold-price data makes automatic estimates accurate for ordinary homes, and an agent's marketing appraisal needs no formal qualification, unlike a lender's valuation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3555",
    "occupationId": null
  },
  {
    "taskId": "uk-3555-T-09139",
    "score": 93,
    "band": "very high",
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      89,
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    "d": [
      4,
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      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Matching properties to a buyer’s requirements and budget is a database search software runs instantly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3555",
    "occupationId": null
  },
  {
    "taskId": "uk-3555-T-10918",
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      36,
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    "d": [
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    "confidence": "high",
    "unstable": false,
    "rationale": "Finding out what a buyer really wants happens in conversation with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-3555-T-11910",
    "score": 83,
    "band": "very high",
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      76,
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      3,
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      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Keeping up with property law, mortgages and local markets is reading and summarising published material.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-3555-T-13608",
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    "band": "minimal",
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      14,
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      3,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Negotiating between buyer and seller turns on trust and reading both sides in the moment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3555",
    "occupationId": null
  },
  {
    "taskId": "uk-3555-T-21467",
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    "band": "low",
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      29,
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      3,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Automated valuations using sold-price data are already accurate for ordinary homes, though someone visits and a qualified valuer signs formal figures.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3555",
    "occupationId": null
  },
  {
    "taskId": "uk-3555-T-00740",
    "score": 75,
    "band": "high",
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      68,
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      3,
      0,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Spotting market trends and drawing conclusions for the business is analysis software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3555",
    "occupationId": null
  },
  {
    "taskId": "uk-3555-T-01042",
    "score": 26,
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      19,
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    "d": [
      2,
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      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "General building questions answer easily, but useful answers depend on the specific property and on reassuring the client.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3555",
    "occupationId": null
  },
  {
    "taskId": "uk-3555-T-01376",
    "score": 79,
    "band": "high",
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      75,
      83
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    "d": [
      4,
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      0,
      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Booking a photographer and arranging access is straightforward scheduling and correspondence.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3541",
    "occupationId": null
  },
  {
    "taskId": "uk-3555-T-01383",
    "score": 88,
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      84,
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      0,
      1,
      0,
      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Ordering title and local searches is a standard digital request that conveyancing systems already trigger automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3555",
    "occupationId": null
  },
  {
    "taskId": "uk-3555-T-04860",
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    "band": "low",
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      25,
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      2,
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      1,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Completion day is chasing and coordination software helps with, but money and signatures involve other regulated parties.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3555",
    "occupationId": null
  },
  {
    "taskId": "uk-3555-T-05221",
    "score": 88,
    "band": "very high",
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      84,
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    "d": [
      4,
      0,
      1,
      0,
      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Standard tenancy agreements are produced from templates, which software does reliably before anyone checks them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3555",
    "occupationId": null
  },
  {
    "taskId": "uk-3555-T-07455",
    "score": 75,
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    "d": [
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      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "A sale contract drafts easily from a template, but in practice a conveyancer must be in the loop.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3555",
    "occupationId": null
  },
  {
    "taskId": "uk-3555-T-07459",
    "score": 88,
    "band": "very high",
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      84,
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    "d": [
      4,
      0,
      1,
      0,
      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Agency agreements are standard template documents software drafts to a usable standard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3555",
    "occupationId": null
  },
  {
    "taskId": "uk-3555-T-08039",
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    "band": "partial",
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Chasing conditions with solicitors, lenders and surveyors is tracking and correspondence software manages well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3555",
    "occupationId": null
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The agent's job here is chasing the chain and keeping everyone moving, which is largely automatable; solicitors do the legal exchange itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
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      2,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "An open house means someone standing in the property welcoming visitors.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3555",
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    "rationale": "Judging what needs fixing means walking through the property and seeing its condition.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3555",
    "occupationId": null
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    "band": "partial",
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    "unstable": false,
    "rationale": "Credit and funds checks are largely automated data lookups, though money-laundering rules make the agent personally responsible for the checks being done.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3555",
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    "unstable": false,
    "rationale": "Chasing updates between agents, lenders and valuers is mostly routine messaging that software can handle and track automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3555",
    "occupationId": null
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  {
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    "score": 79,
    "band": "high",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Tracking where each sale has got to is pipeline record-keeping software does better than people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3555",
    "occupationId": null
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  {
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    "band": "low",
    "range": [
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      2,
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      1,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Offers and counter-offers can be tracked automatically, but moving a nervous buyer and seller to a deal depends on trust in the agent.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3555",
    "occupationId": null
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  {
    "taskId": "uk-3555-T-15535",
    "score": 88,
    "band": "very high",
    "range": [
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    "d": [
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      1,
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Closing statements are standard figures set out in a standard format, which software produces reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3555",
    "occupationId": null
  },
  {
    "taskId": "uk-3555-T-15965",
    "score": 33,
    "band": "low",
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    "d": [
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      0,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Comparing mortgage products is easy to automate, but recommending one to a particular buyer is regulated advice only an authorised adviser may give.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3555",
    "occupationId": null
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  {
    "taskId": "uk-3555-T-16016",
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    "band": "minimal",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Putting an offer to a seller is a live conversation where their reaction shapes what happens next.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
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  {
    "taskId": "uk-3555-T-18651",
    "score": 83,
    "band": "very high",
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      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reading listings and trade press to stay current is summarising published material, which software does quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3555",
    "occupationId": null
  },
  {
    "taskId": "uk-3555-T-18913",
    "score": 21,
    "band": "low",
    "range": [
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    "d": [
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      3,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Marketing material can be generated easily, but sellers choose an agent they meet and trust with the biggest sale of their life.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3555",
    "occupationId": null
  },
  {
    "taskId": "uk-3555-T-19131",
    "score": 21,
    "band": "low",
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    "d": [
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      1,
      3,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Listings and paperwork can be automated, but acting for someone through a house sale relies on trust and viewings in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3555",
    "occupationId": null
  },
  {
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    "band": "low",
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      28
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    "d": [
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      1,
      3,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Selling someone’s home is a long relationship of trust as much as the paperwork behind it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3555",
    "occupationId": null
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  {
    "taskId": "uk-3555-T-19506",
    "score": 0,
    "band": "minimal",
    "range": [
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      4
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    "d": [
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      4,
      0,
      2,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Showing someone round a property means being there with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
  },
  {
    "taskId": "uk-3555-T-21468",
    "score": 35,
    "band": "low",
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Figures can be calculated from data, but a lender’s valuation must be signed by a registered valuer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3555",
    "occupationId": null
  },
  {
    "taskId": "uk-3555-T-21469",
    "score": 35,
    "band": "low",
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      28,
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      1,
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Income and value calculations are data work, yet a formal valuation must come from a registered valuer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3555",
    "occupationId": null
  },
  {
    "taskId": "uk-3555-T-21542",
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    "band": "minimal",
    "range": [
      0,
      13
    ],
    "d": [
      1,
      3,
      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Visiting a seller and hearing what makes their home special happens in person, at the property.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3555",
    "occupationId": null
  },
  {
    "taskId": "uk-3555-T-06617",
    "score": 12,
    "band": "minimal",
    "range": [
      8,
      16
    ],
    "d": [
      1,
      1,
      1,
      3,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Referral networks are built on personal relationships and reciprocal favours over years, which no software can create on someone's behalf.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3555",
    "occupationId": null
  },
  {
    "taskId": "uk-3555-T-11066",
    "score": 48,
    "band": "partial",
    "range": [
      41,
      55
    ],
    "d": [
      3,
      1,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Searching and comparing premises is desk research software does well, though viewings still happen in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
  },
  {
    "taskId": "uk-3555-T-13472",
    "score": 64,
    "band": "high",
    "range": [
      57,
      71
    ],
    "d": [
      3,
      0,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Tracking contract performance and flagging variations is monitoring work software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3555",
    "occupationId": null
  },
  {
    "taskId": "uk-3555-T-18057",
    "score": 93,
    "band": "very high",
    "range": [
      86,
      100
    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Requesting available rental listings is a routine query against systems that already hold the data.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3555",
    "occupationId": null
  },
  {
    "taskId": "uk-3555-T-18598",
    "score": 81,
    "band": "very high",
    "range": [
      77,
      85
    ],
    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking a loan document is complete and consistent with policy is exactly the kind of careful reading software now does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3555",
    "occupationId": null
  },
  {
    "taskId": "uk-3555-T-18921",
    "score": 22,
    "band": "low",
    "range": [
      12,
      32
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    "d": [
      2,
      0,
      3,
      2,
      2
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    "confidence": "medium",
    "unstable": true,
    "rationale": "Arranging mortgage finance is regulated advice in the UK and must come from an authorised person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-3555-T-21654",
    "score": 46,
    "band": "partial",
    "range": [
      39,
      53
    ],
    "d": [
      3,
      0,
      1,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Much of this is structured correspondence and chasing that software handles, though relationships with solicitors and brokers still help deals through.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3555",
    "occupationId": null
  },
  {
    "taskId": "uk-3555-T-04545",
    "score": 17,
    "band": "minimal",
    "range": [
      13,
      21
    ],
    "d": [
      2,
      0,
      3,
      3,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Helping someone in arrears is regulated debt advice needing an authorised firm, and the conversation matters most when someone risks losing their home.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3555",
    "occupationId": null
  },
  {
    "taskId": "uk-3555-T-14001",
    "score": 32,
    "band": "low",
    "range": [
      25,
      39
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    "d": [
      2,
      1,
      1,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Running an office covers admin software handles and decisions about people and premises that it does not.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3555",
    "occupationId": null
  },
  {
    "taskId": "uk-3555-T-18500",
    "score": 30,
    "band": "low",
    "range": [
      23,
      37
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    "d": [
      2,
      1,
      0,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Drawings can be explained clearly, but going through them with a client is a conversation about their plans.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3555",
    "occupationId": null
  },
  {
    "taskId": "uk-3555-T-04286",
    "score": 20,
    "band": "low",
    "range": [
      13,
      27
    ],
    "d": [
      2,
      2,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Sales training needs someone in front of the room, although the material is easy to prepare.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3555",
    "occupationId": null
  },
  {
    "taskId": "uk-3555-T-04616",
    "score": 53,
    "band": "partial",
    "range": [
      46,
      60
    ],
    "d": [
      3,
      0,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Reaching out to past clients can be drafted and scheduled by software, though referrals rest on the personal relationship.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-3555-T-01012",
    "score": 83,
    "band": "very high",
    "range": [
      76,
      90
    ],
    "d": [
      3,
      0,
      0,
      0,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Analysing price and build-cost trends is number work software does quickly from published data.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3555",
    "occupationId": null
  },
  {
    "taskId": "uk-3555-T-02429",
    "score": 69,
    "band": "high",
    "range": [
      62,
      76
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    "d": [
      4,
      0,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "These valuation methods are arithmetic on documented figures that software computes reliably, though a qualified valuer signs off formal figures.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3555",
    "occupationId": null
  },
  {
    "taskId": "uk-3555-T-02595",
    "score": 9,
    "band": "minimal",
    "range": [
      2,
      16
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    "d": [
      2,
      3,
      2,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "A detailed valuation inspection means walking the property and seeing its condition first hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3555",
    "occupationId": null
  },
  {
    "taskId": "uk-3555-T-01619",
    "score": 49,
    "band": "partial",
    "range": [
      42,
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    "d": [
      3,
      1,
      1,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Planning, transport and price data is public and easy to analyse, though local knowledge of how an area is changing still helps.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3555",
    "occupationId": null
  },
  {
    "taskId": "uk-3555-T-02851",
    "score": 66,
    "band": "high",
    "range": [
      59,
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    ],
    "d": [
      3,
      0,
      1,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Planning and building-control records are public and searchable, so checking them is fast desk work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3555",
    "occupationId": null
  },
  {
    "taskId": "uk-3555-T-03756",
    "score": 56,
    "band": "partial",
    "range": [
      49,
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    "d": [
      3,
      0,
      2,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Valuation reports follow a set format software drafts well, but a qualified valuer must stand behind the figure.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3555",
    "occupationId": null
  },
  {
    "taskId": "uk-3555-T-09376",
    "score": 83,
    "band": "very high",
    "range": [
      79,
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    "d": [
      3,
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      0,
      0,
      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Housing market history and trends are widely published, so this knowledge is readily available to software.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
  },
  {
    "taskId": "uk-3555-T-10338",
    "score": 9,
    "band": "minimal",
    "range": [
      2,
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    "d": [
      2,
      3,
      2,
      0,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Valuing new building work means inspecting what has actually been built.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3555",
    "occupationId": null
  },
  {
    "taskId": "uk-3555-T-03685",
    "score": 81,
    "band": "very high",
    "range": [
      77,
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    "d": [
      4,
      0,
      1,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Matching property descriptions against council and registry records is a comparison job that software does quickly and consistently.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3555",
    "occupationId": null
  },
  {
    "taskId": "uk-3555-T-08498",
    "score": 81,
    "band": "very high",
    "range": [
      74,
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    ],
    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Working through income and cost records to judge a property’s performance is spreadsheet analysis software does very well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3555",
    "occupationId": null
  },
  {
    "taskId": "uk-3555-T-08528",
    "score": 83,
    "band": "very high",
    "range": [
      76,
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    "d": [
      3,
      0,
      0,
      0,
      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Assessing nearby schools, transport and shops is mapping and data work software does thoroughly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3555",
    "occupationId": null
  },
  {
    "taskId": "uk-3555-T-13790",
    "score": 93,
    "band": "very high",
    "range": [
      86,
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    "d": [
      4,
      0,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Pulling sold prices and land values for nearby properties is a database lookup software completes in seconds.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3555",
    "occupationId": null
  },
  {
    "taskId": "uk-3555-T-15450",
    "score": 93,
    "band": "very high",
    "range": [
      89,
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    "d": [
      4,
      0,
      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping plot records, maps and property details up to date is record-keeping software does reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3555",
    "occupationId": null
  },
  {
    "taskId": "uk-3555-T-18906",
    "score": 100,
    "band": "very high",
    "range": [
      96,
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    "d": [
      4,
      0,
      0,
      0,
      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Property records in England and Wales are held digitally and can be searched and summarised automatically, faster than any manual search.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3555",
    "occupationId": null
  },
  {
    "taskId": "uk-3555-T-08274",
    "score": 56,
    "band": "partial",
    "range": [
      49,
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    "d": [
      3,
      1,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Repair costs are worked out from measurements and price data, which software does well once someone has seen the damage.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8159",
    "occupationId": null
  },
  {
    "taskId": "uk-3555-T-09164",
    "score": 3,
    "band": "minimal",
    "range": [
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    "d": [
      0,
      2,
      4,
      2,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Only a named person can be sworn in and cross-examined about a valuation, so a machine cannot give this evidence.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3555",
    "occupationId": null
  },
  {
    "taskId": "uk-3555-T-10961",
    "score": 11,
    "band": "minimal",
    "range": [
      4,
      18
    ],
    "d": [
      1,
      2,
      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Getting information out of owners, occupiers and witnesses depends on meeting them and earning some trust.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3555",
    "occupationId": null
  },
  {
    "taskId": "uk-3555-T-14957",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Photographing a property means being there with a camera.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3555",
    "occupationId": null
  },
  {
    "taskId": "uk-3555-T-18652",
    "score": 81,
    "band": "very high",
    "range": [
      74,
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    ],
    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking transfer records for errors and correcting them is exactly the checking work software does accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3555",
    "occupationId": null
  },
  {
    "taskId": "uk-3555-T-19427",
    "score": 43,
    "band": "partial",
    "range": [
      36,
      50
    ],
    "d": [
      2,
      0,
      2,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Designing a fair valuation system needs professional judgement and accountability, though drafts and models help.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3555",
    "occupationId": null
  },
  {
    "taskId": "uk-3555-T-02461",
    "score": 88,
    "band": "very high",
    "range": [
      84,
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    ],
    "d": [
      4,
      0,
      1,
      0,
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      3
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    "rationale": "Producing straightforward diagrams for a report is drawing work software handles well.",
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    "modelId": "claude-opus-5",
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      4
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    "rationale": "Residential leases are standard template documents software drafts to a usable first version.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Repair records are held in property systems and can be kept up to date automatically.",
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    "modelId": "claude-opus-5",
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    "promptVersion": "task_scoring_v1.0",
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    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
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    "rationale": "Right-to-rent and referencing checks are already done through certified digital services, though the agency remains legally liable for getting them right.",
    "promptVersion": "task_scoring_v1.0",
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    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
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    "rationale": "Administration can be automated, but looking after buildings means someone attending them.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "modelId": "claude-opus-5",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
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    "rationale": "A vacancy list is a database that updates itself once the process is set up.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-1251",
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      3
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    "rationale": "Asking contractors for quotes is routine correspondence software can write and track.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Booking cleaners and checking the schedule is coordination software handles, with someone confirming the result.",
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    "modelId": "claude-opus-5",
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    "rationale": "Property budgets build on known costs and past figures, which spreadsheets and AI put together reliably for a manager to check.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Inventory and usage records are structured data that stock systems keep automatically.",
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    "rationale": "Scheduling and paying regular property bills is routine finance work that accounting systems already automate from the payment calendar.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "rationale": "Directing staff and volunteers day to day needs someone they answer to and will follow.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "rationale": "Permit records are held digitally and can be kept up to date automatically.",
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    "modelId": "claude-opus-5",
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    "rationale": "Gathering and summarising research on consumer opinion and strategy is desk work software does quickly.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Drafts come easily, but a strategy that fits this business needs commercial judgement.",
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    "rationale": "Tracking and summarising market information is desk research that software handles well.",
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    "modelId": "claude-opus-5",
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    "rationale": "Materials can be drafted and published digitally, though print and events still need people.",
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    "rationale": "Plans can be drafted, but choosing and entering a new market needs commercial judgement.",
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    "rationale": "Segmenting audiences from available data is analysis software does well.",
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    "rationale": "Working out whether a promotion paid for itself is straightforward analysis of figures already held.",
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    "rationale": "Plans draft easily, but coordinating a live campaign means working with several teams.",
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    "rationale": "Negotiating purchases and sales depends on trust and live give-and-take.",
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    "rationale": "Routine account correspondence drafts easily, though the relationships sit with a person.",
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      4
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    "rationale": "Standard sales contracts are built from templates and clause libraries, which software drafts to a good standard for legal review.",
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    "rationale": "Directory and referral research is quick desk work, though trade shows mean attending.",
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    "rationale": "Working out charges from a rate card is a routine calculation.",
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    "rationale": "Winning support from company officials depends on relationships.",
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    "rationale": "Tailored pitches draft well, though delivering them convincingly is a conversation.",
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    "rationale": "Preparing and checking budgets is routine numerical work.",
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    "rationale": "Ideas come quickly, but genuinely fresh creative work still relies on people.",
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    "rationale": "Comparing providers against customer requirements is structured analysis, with the final choice discussed.",
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    "rationale": "Drafting and proofreading campaign copy is something software does to a publishable standard with light checking.",
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    "rationale": "Directing staff day to day depends on the manager's standing with them.",
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    "rationale": "Choosing and developing account management colleagues rests on human judgement and relationships.",
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      3
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3557",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "keyingScheme": "text-only",
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      3
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    "rationale": "Software can plan and track the work, but keeping a team to standard relies on the supervisor.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7132",
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  {
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      3
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    "keyingScheme": "text-only",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
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      4
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    "rationale": "Job adverts and shortlists can be drafted, but hiring event staff involves meeting them.",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3557",
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  {
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    "rationale": "Permit applications are forms with known requirements that software can complete and submit, with the council deciding the outcome.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
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    "confidence": "high",
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    "rationale": "Keeping a conference venue in good order means walking it and dealing with what is broken.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3557",
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  {
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      4
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    "confidence": "medium",
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    "rationale": "Market research to find new business draws on published information software can gather and summarise.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Setting up and adjusting sound and vision equipment is hands-on work.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Software can track and schedule work across sites, but pulling separate departments into line still needs a person with authority.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1111",
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    "rationale": "Comparing providers against customer requirements is structured analysis, with the final choice discussed.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3
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    "rationale": "Building a rota is a scheduling problem software solves, given the team's constraints.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1131",
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    "rationale": "A clear reply can be drafted, but upset clients want a person to take responsibility.",
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    "rationale": "AI can explain the rules, but following them is something the cleaner does on site.",
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    "rationale": "Rota building is a scheduling problem software solves well, with a person handling awkward requests.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
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    "rationale": "Risk assessments and checklists can be generated automatically, but confirming a venue is actually safe means someone walking the site.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "modelId": "claude-opus-5",
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    "rationale": "Stock levels and ordering are largely system-driven, though someone still counts what is in the fridge.",
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    "rationale": "Pricing and promotion decisions rest on booking data and market comparisons software analyses well.",
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    "rationale": "Adverts, screening and scheduling can be automated, though interviews stay a human conversation.",
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    "rationale": "Checking bills against what was ordered is arithmetic and matching that software does reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "confidence": "high",
    "unstable": false,
    "rationale": "The rules can be checked automatically, but selling alcohol at an event must be authorised by someone holding a personal licence.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
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    "confidence": "high",
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    "rationale": "Daily updates to managers are routine reporting that software can assemble from the systems.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Comparing what is happening against written rules and policies is document work software does well, with people checking on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3557",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Specifying and ordering equipment is comparison and paperwork that software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3557",
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    "rationale": "Progress notes can be produced automatically, but reviewing them with a committee is a live discussion.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Course material can be prepared, but running the training session works best with a person in the room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3557",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Trade publications are published text, so summarising trends from them is well suited to software.",
    "promptVersion": "task_scoring_v1.0",
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3557",
    "occupationId": null
  },
  {
    "taskId": "uk-3557-T-14594",
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    "band": "minimal",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking how plates look and go out has to happen at the pass as service runs.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5434",
    "occupationId": null
  },
  {
    "taskId": "uk-3557-T-15181",
    "score": 75,
    "band": "high",
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      71,
      79
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    "d": [
      3,
      0,
      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Menu planning balances covers, cost, nutrition and popularity, which is exactly the sort of planning software does.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5434",
    "occupationId": null
  },
  {
    "taskId": "uk-3557-T-18860",
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    "band": "high",
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      75,
      83
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      4,
      0,
      0,
      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Building a rota around cover and availability is scheduling software already solves.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-3557-T-20075",
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      13,
      27
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    "d": [
      2,
      2,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Service standards can be planned and tracked on paper, but overseeing them happens in the room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9265",
    "occupationId": null
  },
  {
    "taskId": "uk-3557-T-01082",
    "score": 93,
    "band": "very high",
    "range": [
      89,
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    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Predicting how much food and drink is needed is forecasting from past sales, which software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-3557-T-08249",
    "score": 93,
    "band": "very high",
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      89,
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      4,
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      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Estimating how much will be consumed is forecasting from past figures.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-3557-T-12100",
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    "band": "partial",
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      49,
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    "d": [
      3,
      1,
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      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Stock levels are tracked in software, with occasional counting in the store room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-3557-T-12109",
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    "band": "low",
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      22,
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    "d": [
      2,
      2,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Keeping supplies in means physically checking and moving stock as well as ordering it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-3557-T-13207",
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    "band": "very high",
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      84,
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    "d": [
      4,
      0,
      1,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking spending against budgets and authorisation rules is standard finance-system work that software already does line by line.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3557",
    "occupationId": null
  },
  {
    "taskId": "uk-3557-T-13288",
    "score": 9,
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      5,
      13
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    "d": [
      1,
      3,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Watching how food is actually prepared means being in the kitchen, even though the standards themselves are written down.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3557",
    "occupationId": null
  },
  {
    "taskId": "uk-3557-T-14299",
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    "d": [
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      0,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Course materials can be prepared automatically, but the training happens with staff in the restaurant.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-3557-T-14600",
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      0,
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      4,
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      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Comparing a finished dish with the recipe means seeing and tasting it yourself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5434",
    "occupationId": null
  },
  {
    "taskId": "uk-3557-T-18283",
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Staff disputes are resolved by talking to the people involved on site, and the details are rarely written down anywhere.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
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    "occupationId": null
  },
  {
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      3,
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reviewing procedures and problems to find improvements is analysis software supports well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-3557-T-19283",
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      3,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Objectives motivate a team when they come from a supervisor working alongside them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3557",
    "occupationId": null
  },
  {
    "taskId": "uk-3557-T-20674",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Training service staff means showing them on the floor during real service, not just handing over notes.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9264",
    "occupationId": null
  },
  {
    "taskId": "uk-3557-T-01365",
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      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Placing and scheduling supplier deliveries is ordering work software handles.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-3557-T-06596",
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    "band": "partial",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Drafts come easily, but a strategy that fits this business needs commercial judgement.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3556",
    "occupationId": null
  },
  {
    "taskId": "uk-3557-T-08187",
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    "band": "high",
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      71,
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    "d": [
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Maintenance intervals come from manufacturer guidance, so building the schedule is largely a documentation job.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3557",
    "occupationId": null
  },
  {
    "taskId": "uk-3557-T-10974",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Ordering supplies is simple system work, though taking stock means counting what is actually on the shelf.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
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    "occupationId": null
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  {
    "taskId": "uk-3557-T-12605",
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Ingredient stock is managed in software, with some physical checking.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
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  {
    "taskId": "uk-3557-T-14255",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Placing supply orders from stock levels is routine work software already automates.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Planning shifts and work around customer demand is scheduling that software does quickly and well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3557",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Buying equipment and supplies is largely comparison and ordering that software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
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  },
  {
    "taskId": "uk-3557-T-18606",
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      0,
      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Costing recipes from ingredient prices and labour times is calculation software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
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  },
  {
    "taskId": "uk-3557-T-00917",
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Comparing products and competitor strategies uses widely available published information.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1131",
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  {
    "taskId": "uk-3557-T-04862",
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      3
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    "rationale": "Recipes have to be cooked and tasted, though writing them up in a standard form is desk work.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-1222",
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  {
    "taskId": "uk-3557-T-06706",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Drafting performance standards is straightforward for these tools; agreeing them with the team stays a human conversation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:34:23.812Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2133",
    "occupationId": null
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  {
    "taskId": "uk-3557-T-08917",
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    "d": [
      1,
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      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Alcohol sales must be authorised by a personal licence holder, and refusing service to someone underage or drunk happens at the bar.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3557",
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  {
    "taskId": "uk-3557-T-12200",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Taking and confirming bookings is transaction work booking systems already do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
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  {
    "taskId": "uk-3557-T-13614",
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      3,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Pricing and draft terms can be produced automatically, but winning and agreeing a catering contract happens in conversation with the client.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:41:48Z",
    "keyingScheme": "text+occupation",
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      1,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Serving, cleaning and restocking all happen physically in the dining room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9263",
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  {
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    "d": [
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    "confidence": "high",
    "unstable": false,
    "rationale": "Culture is set by how a manager behaves with people day to day.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1150",
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    "modelId": "claude-opus-5",
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    "rationale": "Tasting and smelling food cannot be done except by a person.",
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    "confidence": "high",
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    "rationale": "Booking and scheduling contractors like waste and pest control is routine coordination that software arranges from standing requirements.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Recruitment strategy is analysis and planning drawn from market and internal data.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-3571",
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "These are standard forms and logs with fixed requirements, so software can keep and submit them reliably.",
    "promptVersion": "task_scoring_v1.0",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Sales data already sits in the till system, and working out which dishes lose money is routine number crunching.",
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    "modelId": "claude-opus-5",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Preparing and cleaning food is manual work at the counter.",
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    "modelId": "claude-opus-5",
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    "d": [
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      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Nutrition standards come from published guidance and recipe data, so software can set and check them accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Greeting guests at the door is a person being present and making them feel welcome.",
    "promptVersion": "task_scoring_v1.0",
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    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
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    "taskId": "uk-3557-T-13501",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Usage records can be checked against procedures automatically, though someone occasionally has to verify what is physically in store.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "d": [
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    "confidence": "high",
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    "rationale": "Handing menus and wine lists to guests means being at the table.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9264",
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Walking guests to their seats needs a person in the room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9264",
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    "d": [
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Room and facility booking is already handled end to end by ordinary scheduling software.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3557",
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    "d": [
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    "confidence": "high",
    "unstable": false,
    "rationale": "Wedding customs and etiquette are extensively documented, so software answers these questions reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3557",
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  {
    "taskId": "uk-3557-T-12945",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Sitting down with a couple to understand what they want is a personal meeting, not a task software can take on.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:36.798Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3229",
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  {
    "taskId": "uk-3557-T-13667",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Prices can be compared automatically, but agreeing terms with suppliers is a conversation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
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    "taskId": "uk-3557-T-07492",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Drawing up a wedding proposal document from agreed details is drafting work software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Choosing who speaks at a wedding depends on knowing the couple and their family.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3557",
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    "d": [
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Online marketing copy, listings and posts are exactly the sort of writing software produces quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Spending against budget is tracked automatically, leaving the decisions to the manager.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Quotations come from price lists and standard terms, so software prepares them with the salesperson checking unusual items.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Finding candidate suppliers is search work software does well, though sampling still decides.",
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    "modelId": "claude-opus-5",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Election law makes the returning officer personally answerable, and ballots and training happen physically in the polling places.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Checking applications and records against written licensing rules is document review that software does thoroughly and quickly.",
    "promptVersion": "task_scoring_v1.0",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Budget planning and financial monitoring are standard spreadsheet and reporting work that software already handles from existing records.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Digital records can be managed automatically, though paper archives still need handling and storage.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "unstable": false,
    "rationale": "Producing the document is routine, but issuing a licence is an official act that a designated officer must make.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Budget and payroll checking runs on system data against written rules, which software monitors continuously and accurately.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Budget input is number work on costs and workloads already recorded.",
    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text-only",
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Physical security features have to be examined in the hand, and a named person must make the check for it to count.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Contract paperwork can be drafted by software, but terms are settled in negotiation between people with something to concede.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3560",
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    "d": [
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Public notices follow published legal wording and timetables, so software can produce them accurately for the officer to issue.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Municipal and electoral documents follow set legal formats, so software can prepare them for the responsible officer to seal.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
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    "rationale": "Automatic transcription and summarising already produce usable minutes from a recording of the meeting.",
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    "rationale": "Answering and routing calls is something phone systems and automated assistants already do.",
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    "rationale": "Confirming appointments is automatic messaging that most surgeries already run through software.",
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    "rationale": "Welcoming people arriving at a building means being physically there at the door.",
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    "rationale": "Reordering supplies from stock data is largely automatic, though someone still checks stock levels on the ward.",
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    "rationale": "Sorting incoming documents and routing them to the right person is routine handling that software does accurately.",
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    "rationale": "Working out what to reorder and when is well-documented number work software does well.",
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    "rationale": "Software can draft the accounts from ledger data, but a qualified finance officer must be in the loop as they are prepared.",
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    "rationale": "Supervising volunteers means being present, spotting problems and responding to people as they work.",
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    "rationale": "Photocopiers and scanners need someone to load and operate the machine.",
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    "rationale": "Medical correspondence follows familiar formats and dictated content, so software drafts it to a standard the clinician can simply check.",
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  },
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    "taskId": "uk-3560-T-20746",
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      77,
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      4,
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      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Speech-to-text with automatic clean-up now matches or beats typing this out by hand, with the clinician checking the result.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
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  },
  {
    "taskId": "uk-3560-T-03857",
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      35,
      49
    ],
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      3,
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      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Filling a standard audit template from ward records suits software, but mental health law paperwork needs a trained officer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3560",
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  },
  {
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      43,
      57
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      0,
      0,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Sending correspondence by email is automatic, but anything going by post still has to be printed and posted.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4131",
    "occupationId": null
  },
  {
    "taskId": "uk-3560-T-01839",
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      32,
      46
    ],
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      3,
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      0,
      2,
      3
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    "unstable": false,
    "rationale": "Forms can be filled in with digital help, but many claimants need someone sitting with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4111",
    "occupationId": null
  },
  {
    "taskId": "uk-3560-T-01050",
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      57,
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      1,
      3
    ],
    "confidence": "medium",
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    "rationale": "Application procedures are written down, so a system can answer most enquiries, though callers sometimes need a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4111",
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  },
  {
    "taskId": "uk-3560-T-01856",
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      24,
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      3,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Helping someone build career skills works through a trusting relationship built over several conversations.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3560",
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  },
  {
    "taskId": "uk-3560-T-07664",
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      24,
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    "d": [
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      0,
      3,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Drawing out someone's values and situation depends on a personal conversation, though the labour market side is well documented.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T14:35:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3560",
    "occupationId": null
  },
  {
    "taskId": "uk-3560-T-10912",
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      23,
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      2,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Much of the checking is now done digitally, but confirming continued entitlement is a decision an authorised officer must take.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3560",
    "occupationId": null
  },
  {
    "taskId": "uk-3560-T-01395",
    "score": 79,
    "band": "high",
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      75,
      83
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    "d": [
      4,
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      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Booking interviews around diaries and eligibility queries is scheduling work that software already handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4111",
    "occupationId": null
  },
  {
    "taskId": "uk-3560-T-03900",
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      14,
      22
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      1,
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      0,
      3,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "The task is the guidance conversation itself, which depends on live rapport with that particular client.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T14:35:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3560",
    "occupationId": null
  },
  {
    "taskId": "uk-3560-T-08599",
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      39,
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      3,
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      1,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Benefit rules are published in full and software explains them clearly, though worried applicants often want a person to confirm it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3560",
    "occupationId": null
  },
  {
    "taskId": "uk-3560-T-10909",
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      2,
      3
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    "unstable": false,
    "rationale": "Some checking is automated, but gathering information under formal powers is reserved to officers authorised to use them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3560",
    "occupationId": null
  },
  {
    "taskId": "uk-3560-T-17502",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Matching someone's situation to the right agency is a look-up task, but local knowledge still matters.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4111",
    "occupationId": null
  },
  {
    "taskId": "uk-3560-T-04445",
    "score": 53,
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      46,
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      0,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Matching people to training and job opportunities is search and matching work AI does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:36.798Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3229",
    "occupationId": null
  },
  {
    "taskId": "uk-3560-T-08416",
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      49,
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      0,
      3
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    "unstable": false,
    "rationale": "Comparing recorded data against eligibility rules suits software well, but the determination itself is an officer's formal decision.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3560",
    "occupationId": null
  },
  {
    "taskId": "uk-3560-T-10838",
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      52,
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    "d": [
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      1,
      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Eligibility rules and payment arrangements are published in detail, so software can interpret and explain them accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3560",
    "occupationId": null
  },
  {
    "taskId": "uk-3560-T-13531",
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    "d": [
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      0,
      3,
      2
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    "confidence": "high",
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    "rationale": "Motivating someone to commit to their own goals rests on a personal relationship, not on written advice.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T14:35:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3560",
    "occupationId": null
  },
  {
    "taskId": "uk-3560-T-16323",
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    "d": [
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Promotional material and outreach content is straightforward to draft, with only light contact with the audience.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T14:35:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3560",
    "occupationId": null
  },
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    "taskId": "uk-3560-T-18660",
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      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking records against written rules for gaps and errors is exactly the kind of review software does thoroughly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3560",
    "occupationId": null
  },
  {
    "taskId": "uk-3560-T-02391",
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The calculation follows published rules, but authorising a payment is an official decision a designated officer has to make.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3560",
    "occupationId": null
  },
  {
    "taskId": "uk-3560-T-06413",
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Turning a client's situation into written goals and objectives is standard drafting work from information already gathered.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T14:35:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3560",
    "occupationId": null
  },
  {
    "taskId": "uk-3560-T-08433",
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      71,
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      0,
      3
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    "confidence": "high",
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    "rationale": "Evaluating whether learning activities worked is desk analysis of feedback and outcome data already held.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T14:35:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3560",
    "occupationId": null
  },
  {
    "taskId": "uk-3560-T-10766",
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      81,
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    "d": [
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      1,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Labour market statistics are public and abundant, and turning them into clear briefings is something AI does very well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T14:35:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3560",
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  {
    "taskId": "uk-3560-T-13470",
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    "d": [
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      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Payment monitoring runs on system rules and automatic checks, which software applies continuously across every claim.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3560",
    "occupationId": null
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  {
    "taskId": "uk-3560-T-16084",
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      0,
      3
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    "rationale": "Sorting and prioritising a caseload from management system data is routine desk work software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T14:35:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3560",
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  },
  {
    "taskId": "uk-3560-T-18202",
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Finding, checking and organising written information is one of the things current AI does most reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T14:35:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3560",
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  },
  {
    "taskId": "uk-3560-T-07737",
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      0,
      2
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    "confidence": "medium",
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    "rationale": "Learning from your own practice is personal; software can suggest reading but cannot do the reflecting.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T14:35:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3560",
    "occupationId": null
  },
  {
    "taskId": "uk-3560-T-10159",
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Rules are published, but starting or ending someone's support is a formal decision an authorised officer has to own.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3560",
    "occupationId": null
  },
  {
    "taskId": "uk-3560-T-11051",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Data matching flags suspect claims well, but only an officer with formal authority can use the investigation powers involved.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3560",
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  },
  {
    "taskId": "uk-3560-T-16757",
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    "d": [
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      1,
      3
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    "confidence": "high",
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    "rationale": "Summarising what an interview turned up and passing it on is written work software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3560",
    "occupationId": null
  },
  {
    "taskId": "uk-3560-T-10921",
    "score": 35,
    "band": "low",
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    "d": [
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      0,
      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Getting extra detail from a doctor or employer depends on a live conversation, though notes can be drafted.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4111",
    "occupationId": null
  },
  {
    "taskId": "uk-3560-T-15518",
    "score": 88,
    "band": "very high",
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      4,
      0,
      1,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Official forms and their guidance are fully published, so software can complete them accurately for someone to submit.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3560",
    "occupationId": null
  },
  {
    "taskId": "uk-3560-T-00468",
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    "band": "low",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The recycling advice itself is well documented, but it is usually given face to face at community meetings.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T14:35:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3560",
    "occupationId": null
  },
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      4
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    "keyingScheme": "text+occupation",
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      3
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3571",
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  },
  {
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      46,
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      3
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3571",
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  },
  {
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      3
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    "modelId": "claude-opus-5",
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  {
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    "keyingScheme": "text-only",
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  {
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      3
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    "modelId": "claude-opus-5",
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  {
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      2,
      2
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:33:03.484Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1136",
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  {
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      89,
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      0,
      3
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    "rationale": "Interview scheduling is calendar coordination that software handles reliably.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3571",
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      1,
      4
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    "confidence": "high",
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    "rationale": "Searching online networks for candidates is well-documented digital work supported strongly by tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3571",
    "occupationId": null
  },
  {
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      3,
      3
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    "rationale": "Hitting placement targets depends on relationships with clients and candidates over time.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3571",
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  },
  {
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      2
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    "rationale": "Negotiating pay confidently is a live exchange between people.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3571",
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      3
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3571",
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      2,
      2
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  {
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      0,
      1,
      4
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    "rationale": "Lead generation uses widely available data and tools that identify prospects quickly.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3571",
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  {
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      3,
      2
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    "unstable": false,
    "rationale": "Agreeing fees is a negotiation that turns on the relationship with the client.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3571",
    "occupationId": null
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  {
    "taskId": "uk-3571-T-17174",
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      1,
      3
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    "rationale": "Reviewing criteria against results is analysis drawn from recruitment data.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3571",
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      3
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3571",
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      3
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    "scoredUnderOccupationId": "uk-soc-3571",
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      3
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    "rationale": "Matching people to vacancies in a database is exactly what search and ranking software does.",
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    "modelId": "claude-opus-5",
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Social media advertising is well documented and heavily supported by scheduling and drafting tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Reference and background checking is largely automated through providers, with someone accountable for the result.",
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    "rationale": "Booking temporary staff through agencies is coordination and correspondence software handles well.",
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    "rationale": "Lists are easy to build, but cold calling is a live conversation that has to win interest.",
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      3
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    "rationale": "Searching a candidate database is exactly what search software is built for.",
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      3
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      2
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    "rationale": "Building customer loyalty is a relationship, and a person has to be on the other end of it.",
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      3
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    "rationale": "Telling candidates their interview outcome is standard correspondence recruitment systems already send.",
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      3
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    "rationale": "Client correspondence about applicants follows familiar formats and drafts well from the records.",
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      3
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    "unstable": false,
    "rationale": "New starter paperwork follows set templates and published rules, so software completes it; checks on right to work happen alongside.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:40:00Z",
    "keyingScheme": "text+occupation",
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      3
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    "rationale": "Requesting references is routine correspondence that systems send automatically.",
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      3
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    "rationale": "Keeping records for managers is document work software handles reliably.",
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      3
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    "rationale": "Preparing a CV from a candidate’s details is writing work tools do quickly and well.",
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    "modelId": "claude-opus-5",
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    "rationale": "Skills testing runs through online assessment platforms that score automatically.",
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      3
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    "rationale": "Maintaining employee and client records is routine system work software supports well, with accuracy checked in review.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "rationale": "Coding and analysing survey answers is structured data work that software does quickly and consistently.",
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    "rationale": "Labour market briefings are easy to compile, but academic departments act on them through conversations.",
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    "rationale": "Slides and scripts are easy to produce, but the presentation is delivered to a live audience.",
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    "keyingScheme": "text+occupation",
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  {
    "taskId": "uk-3581-T-15800",
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      3
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    "modelId": "claude-opus-5",
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  {
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      0,
      3
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    "confidence": "medium",
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    "rationale": "Analysis is a strength, but resolving an environmental health problem depends on local circumstances the officer sees.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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    "rationale": "Documents can be assembled automatically, but evidence has to be handled by the authorised officer for a court to accept it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3581",
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  {
    "taskId": "uk-3581-T-06608",
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      1,
      0,
      3
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    "confidence": "medium",
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    "rationale": "Predicting hazards from historical incident data is pattern work that software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3581",
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  {
    "taskId": "uk-3581-T-08372",
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      3,
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      1,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Judging someone's home or workplace means visiting it, and the formal finding is made by the authorised officer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3581",
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  {
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      2,
      4,
      2,
      1
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    "rationale": "Only the person who saw what happened can be sworn in and questioned about it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
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      1,
      3
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    "rationale": "The written safe system is easy to produce; making people actually work to it happens on the floor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
    "taskId": "uk-3581-T-10373",
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      3,
      0,
      2
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    "rationale": "Judging sanitary conditions needs a person on the premises, and only an authorised council officer can make the formal health-compliance finding.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:35:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3581",
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  {
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      1,
      0,
      3
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    "unstable": false,
    "rationale": "Keeping inspection and maintenance logbooks is straightforward record-keeping that software handles reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-3581",
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  },
  {
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      4,
      2,
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      3
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    "rationale": "Measuring noise means carrying a meter around the workplace.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
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      1,
      0,
      3
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    "confidence": "high",
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    "rationale": "Equipment specifications and purchase orders follow standard formats and published safety standards.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      3
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    "confidence": "medium",
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    "rationale": "The material is easy to write, but training employers and new starters happens face to face on their premises.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3581",
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  {
    "taskId": "uk-3581-T-03791",
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      0,
      1,
      0,
      3
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    "confidence": "high",
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    "rationale": "The paperwork behind a report is routine form filling from information already collected.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3581",
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  {
    "taskId": "uk-3581-T-04874",
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      1,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Chemical information programmes are mostly paperwork and briefing material, which software drafts well, though an inspector still stands behind the content.",
    "promptVersion": "task_scoring_v1.0",
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  {
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      3,
      1,
      2
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    "rationale": "Health surveillance is clinical work: British rules require an appointed doctor or qualified occupational health nurse, whoever arranges the programme.",
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    "rationale": "Physically examining a sample means handling it.",
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      2
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    "rationale": "Judging ventilation and lighting means taking readings in the actual room, with the formal finding made by the authorised inspector.",
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      3
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    "rationale": "Inventories and tracking are natural software tasks, though waste transfer paperwork must be signed by someone legally accountable.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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      3
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    "confidence": "high",
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    "rationale": "Preparing sampling and analysis equipment is hands-on laboratory work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      2,
      2
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    "rationale": "Only a person can be sworn in and questioned in court about what they found.",
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      0,
      0,
      3
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    "confidence": "high",
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    "rationale": "Taking photographs on a site visit means being at the site with a camera.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      2
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      3
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    "rationale": "Checking permits and applications against requirements is document work, and the compliance decision sits with the authorised officer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      2
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    "rationale": "Putting controls in place means acting on site, and when an inspector requires them the instruction carries legal force.",
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    "modelId": "claude-opus-5",
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    "taskId": "uk-3581-T-11826",
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    "rationale": "Emergency plans and procedures are documents, and software drafts and keeps them up to date well.",
    "promptVersion": "task_scoring_v1.0",
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      2
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    "confidence": "high",
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    "rationale": "Looking after protective equipment means checking and cleaning the kit itself.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
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    "rationale": "Treating, compacting and packaging waste is entirely physical work.",
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    "rationale": "Public health advice draws on well-published guidance that software can turn into clear, usable material.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Programme design and data monitoring are largely desk work that software supports well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
    "taskId": "uk-3581-T-19733",
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      4
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    "rationale": "Keeping up with developments in a specialist sector is reading and summarising published material.",
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      3
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    "confidence": "high",
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    "rationale": "Laboratory testing for disease means handling samples at the bench.",
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    "keyingScheme": "text-only",
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      3
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    "confidence": "high",
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    "rationale": "Demonstrating safety equipment means holding it and showing people how it works.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:29:44.436Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2259",
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    "taskId": "uk-3581-T-03979",
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    "keyingScheme": "text+occupation",
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    "rationale": "Collecting names, addresses and ages is routine information gathering that online forms already do.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "rationale": "Tracking correspondence and follow-up actions is exactly what office software is designed to do.",
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    "rationale": "This is records management: software already organises, files and secures documents at least as well as a person directing the work.",
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    "keyingScheme": "text+occupation",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Abattoir inspection is carried out on the line by an officially designated inspector.",
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    "modelId": "claude-opus-5",
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    "rationale": "Transport rules are published, but checking that goods are actually handled correctly means eyes on the operation.",
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    "rationale": "Stopping a line or seizing product is an urgent decision taken on site under official authority.",
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    "rationale": "Taking samples from animals, plants or products is hands-on work where they are.",
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    "rationale": "Examining an animal or crop specimen is hands-on, and in Britain diagnosing disease in animals is a vet's job.",
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    "rationale": "Flaying, skimming and scalding a carcass is skilled physical work.",
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    "rationale": "Findings reports for farmers and processors follow a standard format filled from inspection data.",
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    "rationale": "Assisting at a post-mortem on a diseased animal is hands-on work at the table.",
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    "rationale": "Asking about chemical exposure is a structured set of questions whose answers are recorded and checked easily.",
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    "rationale": "Grading poultry and seafood means handling and examining the product under official authority.",
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    "rationale": "Operating slaughter machinery is physical work on the line.",
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    "rationale": "Comparing measured emissions against published limits is a straightforward calculation that software does reliably.",
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    "modelId": "claude-opus-5",
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    "rationale": "Running a fuel emissions test means hands on the vehicle and the test equipment.",
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      4
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    "rationale": "Published research helps, but approving a new way of moving dangerous goods rests with a qualified regulator.",
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    "rationale": "Building a containment enclosure is physical work, and in Britain asbestos enclosures need a licensed contractor.",
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    "rationale": "Treating, packing and labelling radioactive waste is hands-on work in a controlled area.",
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    "rationale": "Joint community work depends on relationships between local agencies rather than on documents.",
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    "rationale": "Weighing recorded details against written eligibility rules is desk work that software can draft reliably.",
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    "rationale": "Software can prepare the decision, but granting or stopping someone's money is a step an accountable officer takes.",
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  },
  {
    "taskId": "uk-4111-T-01839",
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      32,
      46
    ],
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      3,
      1,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Forms can be filled in with digital help, but many claimants need someone sitting with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4111",
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  },
  {
    "taskId": "uk-4111-T-08599",
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      49,
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    ],
    "d": [
      3,
      0,
      1,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Benefit rights are published in detail, so clear written explanations can be produced automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4111",
    "occupationId": null
  },
  {
    "taskId": "uk-4111-T-10838",
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      62,
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    ],
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Reading across eligibility rules, application details and payment methods is documented desk work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4111",
    "occupationId": null
  },
  {
    "taskId": "uk-4111-T-10912",
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      27
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    "d": [
      2,
      1,
      2,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Re-checking someone's benefit entitlement means a real conversation, often face to face, and the decision that follows is an official one.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4111",
    "occupationId": null
  },
  {
    "taskId": "uk-4111-T-13470",
    "score": 81,
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      77,
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      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Watching benefit payments across a claim is structured monitoring that departmental systems already flag automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4111",
    "occupationId": null
  },
  {
    "taskId": "uk-4111-T-02391",
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    "band": "partial",
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      49,
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    ],
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      0,
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      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "The sums can be calculated automatically, but authorising public money out is an accountable person's act.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4111",
    "occupationId": null
  },
  {
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    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Fraud patterns can be flagged automatically, but building a case needs interviews and visits.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4111",
    "occupationId": null
  },
  {
    "taskId": "uk-4111-T-18660",
    "score": 81,
    "band": "very high",
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      77,
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    "d": [
      4,
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      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking records are complete and compliant is rule-based reviewing software does reliably, feeding a decision taken elsewhere.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4111",
    "occupationId": null
  },
  {
    "taskId": "uk-4111-T-10921",
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      28,
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    "d": [
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      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Getting extra detail from a doctor or employer depends on a live conversation, though notes can be drafted.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4111",
    "occupationId": null
  },
  {
    "taskId": "uk-4111-T-15518",
    "score": 81,
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      77,
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    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Filling in standard business and government forms is highly structured work AI does reliably before submission.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4111",
    "occupationId": null
  },
  {
    "taskId": "uk-4111-T-17502",
    "score": 64,
    "band": "high",
    "range": [
      57,
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Matching someone's situation to the right agency is a look-up task, but local knowledge still matters.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4111",
    "occupationId": null
  },
  {
    "taskId": "uk-4111-T-16757",
    "score": 50,
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      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Summarising interview notes for a social worker is drafting work AI does well, though the useful detail comes from the conversation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4111",
    "occupationId": null
  },
  {
    "taskId": "uk-4111-T-21900",
    "score": 81,
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    "d": [
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      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Writing up consultations and keeping the file straight is routine documentation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4111",
    "occupationId": null
  },
  {
    "taskId": "uk-4111-T-15641",
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      77,
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      4,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Filling in standard forms so someone can access medical services is templated paperwork.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4111",
    "occupationId": null
  },
  {
    "taskId": "uk-4111-T-02470",
    "score": 69,
    "band": "high",
    "range": [
      62,
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    "d": [
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      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Tax calculations follow published rules and software does them accurately, but the resulting demand is an official act of the department.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4111",
    "occupationId": null
  },
  {
    "taskId": "uk-4111-T-03519",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Tax collection follows published rules and runs largely through systems, but it is an official act carried out under statutory powers.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4111",
    "occupationId": null
  },
  {
    "taskId": "uk-4111-T-02913",
    "score": 93,
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    "d": [
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Matching names and National Insurance numbers against records is straightforward automated checking.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4111",
    "occupationId": null
  },
  {
    "taskId": "uk-4111-T-04062",
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    "d": [
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "A field audit means going to the business and testing what is really there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4111",
    "occupationId": null
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  {
    "taskId": "uk-4111-T-10132",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Telling someone they have paid too much or too little is a standard letter generated from the figures.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4111",
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      4
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    "confidence": "medium",
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    "rationale": "Tax law changes are published in full, so keeping up to date is well suited to automatic summarising.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:00:00.000Z",
    "keyingScheme": "text-only",
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    "occupationId": null
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Working returns through the system is high-volume processing that software already carries.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Deciding whether a claimed relief is allowed in law is a judgement an accountable officer signs.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
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    "confidence": "high",
    "unstable": false,
    "rationale": "VAT returns are prepared from accounting exports and software does this well, but the return is a formal declaration someone owns.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4111",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Chasing discrepancies and asking for documents is standard correspondence that can be generated.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4111",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The deadline letter writes itself, but imposing it carries legal weight an officer takes on.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Keying return information into the system is data entry that software handles directly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4111",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The refund can be calculated and prepared automatically, though releasing public money needs authorisation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4111",
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  {
    "taskId": "uk-4111-T-16805",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Guidance on filling in tax forms is fully published, so clear answers can be produced automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4111",
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  {
    "taskId": "uk-4111-T-18292",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Sorting out a return with the taxpayer takes back-and-forth discussion and an official decision.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4111",
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  {
    "taskId": "uk-4111-T-19171",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Arrears notices are triggered by the account balance and follow a fixed wording.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4111",
    "occupationId": null
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  {
    "taskId": "uk-4111-T-06093",
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    "d": [
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      1,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Choosing between a compromise, an earnings attachment or seizure uses legal powers only an officer holds.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4111",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can test whole ledgers quickly, but judging whether accounting procedures are sound is a call an official has to make.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4111",
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  {
    "taskId": "uk-4111-T-11517",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Tracing assets through third-party records is search work software is good at, though access is restricted.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
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  {
    "taskId": "uk-4111-T-18017",
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    "rationale": "Checking sums against the paperwork behind them is exactly what accounting software already does.",
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    "rationale": "Asking HM Revenue & Customs to file on a taxpayer's behalf follows a set procedure and standard wording.",
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    "rationale": "Getting someone to agree a settlement depends on persuasion built in a live conversation.",
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    "rationale": "Preparing an appeal referral is documented work, but submitting it is an official step.",
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    "keyingScheme": "text+occupation",
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    "rationale": "Checking court and registry records on charges and mortgages is online search work software does quickly.",
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    "rationale": "Comparing applications and certificates against the rules is documented checking work.",
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Licensing, permit and passport rules are published, so accurate explanations can be produced automatically.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
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    "keyingScheme": "text+occupation",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Letters explaining a licensing decision or how to appeal are templated correspondence AI drafts accurately from the case record.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
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    "rationale": "Warning someone about a breach often happens in person and carries official weight.",
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    "rationale": "Applying eligibility rules to recorded data suits software, but the entitlement decision that follows is a formal council one.",
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    "rationale": "Booking interviews around diaries and eligibility queries is scheduling work that software already handles well.",
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    "rationale": "Working out what someone is owed from rules and legislation is calculation software does reliably, with officers accountable for decisions.",
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    "rationale": "Forms can be filled in with digital help, but many claimants need someone sitting with them.",
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    "rationale": "Software flags suspicious patterns, but proving a claim is fraudulent needs private evidence and a decision an accountable officer takes.",
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    "rationale": "Checking records are complete and compliant is rule-based reviewing software does reliably, feeding a decision taken elsewhere.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Annual housing reviews usually mean visiting the property, with the written compliance check the simpler part.",
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    "rationale": "Customer conversations happen face to face in someone's home, where reassurance matters.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
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    "rationale": "Getting extra detail from a doctor or employer depends on a live conversation, though notes can be drafted.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4112",
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  },
  {
    "taskId": "uk-4112-T-16635",
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      57,
      71
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      3,
      0,
      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Explaining policy and performance draws on published documents, so software drafts answers people then discuss.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4112",
    "occupationId": null
  },
  {
    "taskId": "uk-4112-T-17977",
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      71,
      79
    ],
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      3,
      0,
      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Performance and value-for-money reporting is analysis of records the organisation already holds.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
  },
  {
    "taskId": "uk-4112-T-19245",
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      31,
      45
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    "d": [
      3,
      2,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Servicing meetings mixes preparing papers, which software drafts, with setting up rooms and equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4112",
    "occupationId": null
  },
  {
    "taskId": "uk-4112-T-02461",
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    "band": "very high",
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      77,
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    "d": [
      4,
      0,
      1,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Rents, council tax and business rates follow published formulas, so the calculation itself is straightforward for software.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4112",
    "occupationId": null
  },
  {
    "taskId": "uk-4112-T-01396",
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    "band": "partial",
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      49,
      63
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    "d": [
      3,
      0,
      2,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Starting legal action follows set steps software can prepare, but the process needs legally accountable people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4112",
    "occupationId": null
  },
  {
    "taskId": "uk-4112-T-03519",
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    "band": "partial",
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      41,
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    "d": [
      3,
      0,
      2,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Council tax collection follows published rules and runs largely through systems, but it is a formal act under statutory powers.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4112",
    "occupationId": null
  },
  {
    "taskId": "uk-4112-T-17387",
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      19,
      33
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    "d": [
      2,
      1,
      1,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Recovering arrears involves difficult conversations with residents as well as the letters software can produce.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4112",
    "occupationId": null
  },
  {
    "taskId": "uk-4112-T-02470",
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      62,
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    "d": [
      4,
      0,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Council tax and rates calculations follow published rules software applies accurately, but the demand issued is a formal council act.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4112",
    "occupationId": null
  },
  {
    "taskId": "uk-4112-T-04621",
    "score": 79,
    "band": "high",
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      75,
      83
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      4,
      0,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Chasing discrepancies and asking for documents is standard correspondence that can be generated.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4111",
    "occupationId": null
  },
  {
    "taskId": "uk-4112-T-06093",
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      25,
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    "d": [
      2,
      0,
      2,
      1,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Choosing between a settlement offer, an earnings order or seizure needs judgement about circumstances and is a formal council decision.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4112",
    "occupationId": null
  },
  {
    "taskId": "uk-4112-T-10132",
    "score": 69,
    "band": "high",
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      65,
      73
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    "d": [
      4,
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      1,
      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Telling someone they have paid too much or too little is a standard notification generated from the account record.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4112",
    "occupationId": null
  },
  {
    "taskId": "uk-4112-T-16805",
    "score": 69,
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      62,
      76
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    "d": [
      4,
      0,
      1,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Helping people fill in tax forms draws on published guidance AI explains well, and tax advice itself is unlicensed in Britain.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4112",
    "occupationId": null
  },
  {
    "taskId": "uk-4112-T-19171",
    "score": 81,
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      77,
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    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Arrears notices are templated letters generated automatically from the account record.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4112",
    "occupationId": null
  },
  {
    "taskId": "uk-4112-T-02913",
    "score": 93,
    "band": "very high",
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      89,
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    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Matching names and National Insurance numbers against records is straightforward automated checking.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4111",
    "occupationId": null
  },
  {
    "taskId": "uk-4112-T-10020",
    "score": 48,
    "band": "partial",
    "range": [
      41,
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    "d": [
      3,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Setting a deadline for an unpaid council bill is a formal step under statutory powers, decided by an authorised officer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4112",
    "occupationId": null
  },
  {
    "taskId": "uk-4112-T-11086",
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    "d": [
      4,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Issuing a refund for an overpayment is a rule-based system step, released by someone with authority to approve it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4112",
    "occupationId": null
  },
  {
    "taskId": "uk-4112-T-18292",
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      19,
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      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Sorting out a disputed return means a real conversation with the taxpayer, and the settlement reached is a formal decision.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4112",
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  {
    "taskId": "uk-4112-T-18912",
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Getting a taxpayer to agree a settlement depends on a live negotiation, and the agreement itself is a formal one.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4112",
    "occupationId": null
  },
  {
    "taskId": "uk-4112-T-03488",
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    "d": [
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      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Council payments now mostly arrive online or by direct debit and software records them, though a counter still handles some cash.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4112",
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  {
    "taskId": "uk-4112-T-10180",
    "score": 93,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Keying return information into the system is data entry that software handles directly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4111",
    "occupationId": null
  },
  {
    "taskId": "uk-4112-T-11913",
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      76,
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    "d": [
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      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Tax law changes are published in full, so keeping up to date is well suited to automatic summarising.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-4112-T-13318",
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    "d": [
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Monitoring whether accounts are up to date is structured tracking council systems already do automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4112",
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  {
    "taskId": "uk-4112-T-15377",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Producing charge statements is automatic from the billing system, though posting them out involves handling.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4112",
    "occupationId": null
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  {
    "taskId": "uk-4112-T-18431",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reclaiming overpayments follows set rules, but persuading people to repay involves sensitive conversations.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4112",
    "occupationId": null
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  {
    "taskId": "uk-4112-T-18570",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking whether a relief is allowed follows published law, but ruling on someone's return is a formal decision an officer makes.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4112",
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  {
    "taskId": "uk-4112-T-19890",
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    "d": [
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      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Preparing and lodging appeal papers is documented procedure AI supports, though the hearing itself happens elsewhere.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4112",
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  {
    "taskId": "uk-4112-T-21487",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Checking figures against supporting paperwork is exactly what automated matching does well; a manager still signs off the result elsewhere.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4112",
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  },
  {
    "taskId": "uk-4113-T-01400",
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    "band": "high",
    "range": [
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    "d": [
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      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Finding a slot everyone can make is a scheduling problem software already solves.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4215",
    "occupationId": null
  },
  {
    "taskId": "uk-4113-T-00338",
    "score": 81,
    "band": "very high",
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    "d": [
      4,
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      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Payroll runs on rules and set rates, which software already handles almost entirely.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4113",
    "occupationId": null
  },
  {
    "taskId": "uk-4113-T-02329",
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    "band": "high",
    "range": [
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    "d": [
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      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software writes most database code, but how a business's data should be structured is a design decision.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3544",
    "occupationId": null
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  {
    "taskId": "uk-4113-T-04794",
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    "band": "partial",
    "range": [
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    "d": [
      3,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Coordinating deliveries is scheduling and messaging work that systems handle well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4113",
    "occupationId": null
  },
  {
    "taskId": "uk-4113-T-07352",
    "score": 0,
    "band": "minimal",
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    "d": [
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      2,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Getting food into people’s hands in an emergency is physical work done in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4113",
    "occupationId": null
  },
  {
    "taskId": "uk-4113-T-09227",
    "score": 26,
    "band": "low",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Calls can be handled automatically, but greeting visitors who walk in cannot.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4215",
    "occupationId": null
  },
  {
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    "rationale": "Registers are digital and largely automatic, though someone still sees who is actually present.",
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    "rationale": "Ordering supplies from known suppliers against known needs is routine purchasing admin.",
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    "confidence": "medium",
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    "rationale": "Giving callers accurate information is answerable from records, which AI can search instantly.",
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    "rationale": "Booking appointments against a diary is routine scheduling that software does reliably.",
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    "rationale": "Written procedures follow well-known patterns and can be drafted from how the office already works.",
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    "confidence": "high",
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    "rationale": "Routing calls to the right person is already handled automatically in most phone systems.",
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    "rationale": "Minute-taking is largely automated already, though attending in person is sometimes expected.",
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    "rationale": "Drafting an agenda from previous minutes and requests is straightforward writing software does well.",
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    "rationale": "Clear explanations are easy to write, but people asking about rules that affect them want a person.",
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    "rationale": "Producing reports, invoices and documents from templates is well-automated office work.",
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    "rationale": "Taking calls and passing on messages is simple, well-defined work that software already handles.",
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    "rationale": "Email can be sorted and routed automatically, but opening and passing round physical post still needs someone in the office.",
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    "rationale": "Replying to correspondence with letters is exactly the kind of writing software produces well.",
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    "rationale": "Discipline procedures are publicly documented so AI drafts good guidance, but managers want a person they trust to advise them.",
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    "rationale": "Running research on economic and workplace questions uses well-documented methods and available data.",
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    "rationale": "Pulling information together into policy reports is drafting work that software does to a good standard.",
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    "rationale": "Drafting bargaining proposals is writing work AI supports well, though the negotiating position comes from private discussions.",
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    "rationale": "Employment law is publicly documented so AI explains it well, and in Britain a union officer may advise on it without a licence.",
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    "rationale": "Arranging hearings and meetings is scheduling and correspondence that software already handles almost entirely.",
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    "rationale": "Writing journal articles is straightforward drafting work once the subject and angle are set.",
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    "rationale": "Designing ways to measure staff satisfaction with policies and grievance handling is well-documented survey and analysis work.",
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    "rationale": "Drafting bargaining rules is document work, but agreeing them with the other side is a negotiation between people.",
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    "rationale": "Getting members involved in union structures depends on personal encouragement from someone they know.",
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    "rationale": "Reading across an agreement is documented interpretation AI supports, but members trust an officer who knows their workplace.",
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    "rationale": "Weighing up union complaints needs an understanding of the workplace and the people involved that documents rarely hold.",
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      4,
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    "rationale": "Long-running relationships with employers, ministers and journalists are built person to person over years.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Motivating volunteers to act comes from personal example and trust, not from written prompts.",
    "promptVersion": "task_scoring_v1.0",
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    "confidence": "high",
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    "rationale": "Preparing statutory reports on labour relations is structured form and reporting work AI completes accurately.",
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    "keyingScheme": "text+occupation",
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    "d": [
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Press releases follow a standard shape and are quick to draft to a publishable standard.",
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      4
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    "keyingScheme": "text-only",
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  {
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    "rationale": "Recruiting members by setting an example is entirely about who you are to your colleagues.",
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  {
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    "rationale": "Answering research enquiries from documented sources is well suited to software.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
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    "keyingScheme": "text+occupation",
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    "modelId": "claude-opus-5",
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  {
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    "rationale": "Credit ratings come back automatically from bureau systems, so checking them is largely a machine step already.",
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  {
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    "rationale": "Explaining credit terms is partly scripted from documented product rules, but customers usually want a person to answer questions.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4121",
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  {
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    "rationale": "Watching limits, balances and risk across accounts is routine analysis of system data.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
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  {
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      3
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    "rationale": "Watching accounts for late payment and breached terms is automatic monitoring software already performs.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:36.798Z",
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    "rationale": "Preparing and instructing legal action is documented procedure, but running the case itself passes to a solicitor.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
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    "rationale": "Building a repayment plan follows documented priorities and arithmetic that software produces, ahead of agreeing it with the customer.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
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    "modelId": "claude-opus-5",
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    "rationale": "Logging customer contacts and account status is record-keeping that systems and AI already handle well.",
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    "scoredAt": "2026-08-04T20:58:15.594Z",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
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    "modelId": "claude-opus-5",
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    "rationale": "Agreeing how someone will repay takes a live conversation where reassurance and flexibility matter more than the calculation.",
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    "modelId": "claude-opus-5",
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    "rationale": "Routine messages draft easily, but working relationships with customers and suppliers are built by people.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "modelId": "claude-opus-5",
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      3
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    "confidence": "high",
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    "rationale": "Flagging a non-responding account to the credit team follows a simple, fixed rule.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
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    "rationale": "Posting payments to accounts is routine data entry, checked in the ledger later.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Scoring an application from bureau data is highly automated, but lending decisions need an accountable person.",
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    "modelId": "claude-opus-5",
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    "rationale": "Resolving a complaint and checking the transactions behind it takes a live conversation with the customer.",
    "promptVersion": "task_scoring_v1.0",
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    "scoredAt": "2026-08-05T10:20:00Z",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Opening a customer credit account is structured system work, with identity and credit checks handled automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
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  {
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Serving customers across phone, digital and face-to-face channels mixes scripted work with real conversations, some of them in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
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  {
    "taskId": "uk-4121-T-09681",
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      3
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    "unstable": false,
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-4121",
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    "taskId": "uk-4121-T-14224",
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      3
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    "unstable": false,
    "rationale": "Repossession and legal referral are serious steps that need a responsible person to authorise them.",
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    "modelId": "claude-opus-5",
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  {
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      3
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    "confidence": "high",
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    "rationale": "Producing and sending statements about unpaid items is templated correspondence software generates, with only light handling of post.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4121",
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  {
    "taskId": "uk-4121-T-16522",
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      2,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Supporting someone in difficulty and deciding to write off debt needs judgement and strict fairness rules.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4121",
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  {
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      2
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    "rationale": "Untangling a complicated customer problem takes a live conversation and judgement about what the organisation can offer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4121",
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  {
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      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Working with partners and communities towards shared goals rests on relationships rather than documents.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:36:21.102Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2440",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Filing sales slips against customer accounts is routine, though paper slips still need handling.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:43:16.830Z",
    "keyingScheme": "text-only",
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  {
    "taskId": "uk-4121-T-13791",
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      77,
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      1,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Pulling credit information from agencies is an automated system lookup, feeding a lending decision made elsewhere.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4121",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Producing charge statements is automatic from the billing system, though posting them out involves handling.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4112",
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  {
    "taskId": "uk-4121-T-16171",
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    "d": [
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Aged debt reports come straight out of the accounting system.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4121",
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  {
    "taskId": "uk-4121-T-20618",
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      1,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Some tracing is database work, but asking at neighbours and offices means going out.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "uk-4121-T-04635",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Reflecting on your own performance and changing how you work is something only the person doing the job can do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3534",
    "occupationId": null
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  {
    "taskId": "uk-4121-T-09677",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Spotting improvements can be drafted from data, but owning and driving the change through is a person's job.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3534",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Walking a customer through a repayment schedule is partly scripted, but people want a person to answer their worries.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Sorting correspondence and keeping files in order is routine office work, largely digital.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4121",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Drafting replies to routine enquiries is well-documented writing software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4159",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Gathering an applicant's details is increasingly done through online forms, though some people still want help filling them in.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Opening and handling incoming post is done by hand in the office.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4121",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Taking details over the phone and entering them is straightforward, repeatable work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4121",
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  {
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    "confidence": "medium",
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    "rationale": "Relaying report details is simple, though phone calls and posted copies still involve a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4121",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Checking employment history and chasing references is routine verification work AI handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:36.798Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4129",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Drafting accounts from ledger data suits software well, with an accountant reviewing the result.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Working out interest charges and balances is exactly the arithmetic computers do reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Producing bills and invoices from set procedures is routine, rule-driven calculation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Checking entries, codes and arithmetic against source documents is precisely what accounting software already does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-4122",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Coding and posting transactions follows clear rules that software applies accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "confidence": "high",
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    "rationale": "Pulling payables and receivables into tables is straightforward system work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Returns can be drafted from accounting data, though a qualified person normally checks and stands behind the figures.",
    "promptVersion": "task_scoring_v1.0",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Posting credits in accounting software is routine, rule-based data work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Logging payments is simple record-keeping that software handles from scanned or imported data.",
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    "modelId": "claude-opus-5",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Managing accounts and processing expense claims is structured, rule-based work that finance software already automates.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Matching orders to invoices is a well-solved automation task.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping financial records in accounting software is routine system work.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Bookkeeping is unregulated in Britain and highly structured, so software already does this to a standard bookkeepers accept.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
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  {
    "taskId": "uk-4122-T-15467",
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    "band": "partial",
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      42,
      56
    ],
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      3,
      1,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Cheque runs are calculated automatically, but printing, signing and posting still need a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
    "occupationId": null
  },
  {
    "taskId": "uk-4122-T-15621",
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    "band": "partial",
    "range": [
      52,
      60
    ],
    "d": [
      3,
      0,
      2,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Software drafts the statements, though judgement calls and a qualified sign-off are normally expected.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
    "occupationId": null
  },
  {
    "taskId": "uk-4122-T-15911",
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    "band": "very high",
    "range": [
      89,
      97
    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Producing a trial balance is a defined accounting step that bookkeeping software performs automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4122",
    "occupationId": null
  },
  {
    "taskId": "uk-4122-T-16097",
    "score": 66,
    "band": "high",
    "range": [
      62,
      70
    ],
    "d": [
      3,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Invoice capture and processing is largely automated, though queries still need chasing.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
    "occupationId": null
  },
  {
    "taskId": "uk-4122-T-17363",
    "score": 81,
    "band": "very high",
    "range": [
      77,
      85
    ],
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      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Copying agreed details from matched paperwork into the records is routine data work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
    "occupationId": null
  },
  {
    "taskId": "uk-4122-T-18261",
    "score": 75,
    "band": "high",
    "range": [
      68,
      82
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Chasing down why an account does not balance needs judgement and access to records, though software narrows it quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4122",
    "occupationId": null
  },
  {
    "taskId": "uk-4122-T-19928",
    "score": 81,
    "band": "very high",
    "range": [
      77,
      85
    ],
    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Summarising ledger data into maintained records is straightforward reporting.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
    "occupationId": null
  },
  {
    "taskId": "uk-4122-T-21352",
    "score": 81,
    "band": "very high",
    "range": [
      77,
      85
    ],
    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "This is software work by definition, and the routine parts largely run themselves.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
    "occupationId": null
  },
  {
    "taskId": "uk-4122-T-21478",
    "score": 81,
    "band": "very high",
    "range": [
      77,
      85
    ],
    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking amounts against deposit slips is simple, reliable checking work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
    "occupationId": null
  },
  {
    "taskId": "uk-4122-T-21529",
    "score": 66,
    "band": "high",
    "range": [
      62,
      70
    ],
    "d": [
      3,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Most checks can be automated, though confirming the accounts are right still takes judgement.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
    "occupationId": null
  },
  {
    "taskId": "uk-4122-T-00017",
    "score": 79,
    "band": "high",
    "range": [
      75,
      83
    ],
    "d": [
      4,
      0,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Looking up figures and answering general questions is something systems already do instantly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
    "occupationId": null
  },
  {
    "taskId": "uk-4122-T-01957",
    "score": 66,
    "band": "high",
    "range": [
      62,
      70
    ],
    "d": [
      3,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Reconciliations and audit schedules can be produced from system data for a reviewer to check.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
    "occupationId": null
  },
  {
    "taskId": "uk-4122-T-02067",
    "score": 66,
    "band": "high",
    "range": [
      62,
      70
    ],
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      3,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Collating data from different sources into monthly and year-end reports suits software well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
    "occupationId": null
  },
  {
    "taskId": "uk-4122-T-02414",
    "score": 66,
    "band": "high",
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      62,
      70
    ],
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      3,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "The calculation is routine, though how overheads are shared out takes some judgement.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
    "occupationId": null
  },
  {
    "taskId": "uk-4122-T-02468",
    "score": 81,
    "band": "very high",
    "range": [
      77,
      85
    ],
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      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "These are published rules applied to known figures, which payroll software does exactly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
    "occupationId": null
  },
  {
    "taskId": "uk-4122-T-03702",
    "score": 66,
    "band": "high",
    "range": [
      62,
      70
    ],
    "d": [
      3,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Pulling the records together is routine, with a supervisor responsible for the return itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
    "occupationId": null
  },
  {
    "taskId": "uk-4122-T-13318",
    "score": 81,
    "band": "very high",
    "range": [
      77,
      85
    ],
    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Tracking whether loan and account payments are up to date is standard automated monitoring.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
    "occupationId": null
  },
  {
    "taskId": "uk-4122-T-15803",
    "score": 66,
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    "range": [
      62,
      70
    ],
    "d": [
      3,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Reports can be drafted from system data, though the commentary needs a person's read on the business.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
    "occupationId": null
  },
  {
    "taskId": "uk-4122-T-17206",
    "score": 81,
    "band": "very high",
    "range": [
      77,
      85
    ],
    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Matching payroll runs to bank entries is straightforward automated reconciliation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
    "occupationId": null
  },
  {
    "taskId": "uk-4122-T-19889",
    "score": 69,
    "band": "high",
    "range": [
      65,
      73
    ],
    "d": [
      4,
      0,
      2,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Completed forms can be filed automatically, though someone qualified remains answerable for what is submitted.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
    "occupationId": null
  },
  {
    "taskId": "uk-4122-T-00757",
    "score": 56,
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    "range": [
      52,
      60
    ],
    "d": [
      3,
      0,
      1,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Analysis can be drafted well, but explaining it to stakeholders still takes a person who knows them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
    "occupationId": null
  },
  {
    "taskId": "uk-4122-T-02066",
    "score": 56,
    "band": "partial",
    "range": [
      49,
      63
    ],
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      3,
      0,
      1,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Most data requests can be met from the systems, though unexpected ones need someone to interpret them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
    "occupationId": null
  },
  {
    "taskId": "uk-4122-T-03715",
    "score": 66,
    "band": "high",
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      62,
      70
    ],
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      3,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Prior figures and estimates pull together easily, though the assumptions need human judgement.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
    "occupationId": null
  },
  {
    "taskId": "uk-4122-T-06117",
    "score": 81,
    "band": "very high",
    "range": [
      77,
      85
    ],
    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Discounts, equity and principal are standard financial calculations that software performs exactly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
    "occupationId": null
  },
  {
    "taskId": "uk-4122-T-09144",
    "score": 81,
    "band": "very high",
    "range": [
      77,
      85
    ],
    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Raising purchase orders from stated requirements is routine system work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
    "occupationId": null
  },
  {
    "taskId": "uk-4122-T-11801",
    "score": 75,
    "band": "high",
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      71,
      79
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      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping the systems and reporting running is desk work, though it takes practical know-how.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
    "occupationId": null
  },
  {
    "taskId": "uk-4122-T-19163",
    "score": 9,
    "band": "minimal",
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      5,
      13
    ],
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      1,
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      1,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Physically taking cash and cheques to the bank needs someone to make the trip.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
    "occupationId": null
  },
  {
    "taskId": "uk-4122-T-00207",
    "score": 28,
    "band": "low",
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      21,
      35
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    "d": [
      1,
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      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Rules can be summarised easily, but following them and helping colleagues do so is a person's job.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
    "occupationId": null
  },
  {
    "taskId": "uk-4122-T-03291",
    "score": 40,
    "band": "partial",
    "range": [
      33,
      47
    ],
    "d": [
      2,
      0,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Drafting and coordination help a lot, though working with people is the substance here.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
    "occupationId": null
  },
  {
    "taskId": "uk-4122-T-07387",
    "score": 81,
    "band": "very high",
    "range": [
      77,
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    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Recording budget figures for reference and analysis is routine data work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
    "occupationId": null
  },
  {
    "taskId": "uk-4122-T-07825",
    "score": 50,
    "band": "partial",
    "range": [
      43,
      57
    ],
    "d": [
      2,
      0,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Controls and monitoring can be automated, but responsibility for applying them sits with staff and senior colleagues.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
    "occupationId": null
  },
  {
    "taskId": "uk-4122-T-08777",
    "score": 81,
    "band": "very high",
    "range": [
      77,
      85
    ],
    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Filing expense account reports is standard, rule-driven admin.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
    "occupationId": null
  },
  {
    "taskId": "uk-4122-T-09343",
    "score": 35,
    "band": "low",
    "range": [
      28,
      42
    ],
    "d": [
      1,
      0,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Systems help enforce confidentiality, but careful handling of sensitive data is a duty carried by the person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
    "occupationId": null
  },
  {
    "taskId": "uk-4122-T-13940",
    "score": 81,
    "band": "very high",
    "range": [
      77,
      85
    ],
    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "The arithmetic and the record are both things computers do faster and more accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
    "occupationId": null
  },
  {
    "taskId": "uk-4122-T-15524",
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    "band": "low",
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      18,
      32
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    "d": [
      2,
      2,
      1,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The figures reconcile automatically, but counting the takings needs someone on the premises.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
    "occupationId": null
  },
  {
    "taskId": "uk-4122-T-16230",
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    "range": [
      77,
      85
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    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Documents and reports that follow a set company format are quick for software to produce.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
    "occupationId": null
  },
  {
    "taskId": "uk-4122-T-18322",
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      52,
      60
    ],
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      3,
      0,
      1,
      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Pulling requested records together quickly is exactly what a well-kept system does.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
    "occupationId": null
  },
  {
    "taskId": "uk-4122-T-20754",
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    "band": "high",
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      57,
      65
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    "d": [
      4,
      1,
      1,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Software reads and enters documents well, though the paper still has to be gathered and scanned.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
    "occupationId": null
  },
  {
    "taskId": "uk-4122-T-03882",
    "score": 88,
    "band": "very high",
    "range": [
      84,
      92
    ],
    "d": [
      4,
      0,
      1,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Routine business letters are something software drafts to a standard most people would send with light edits.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
    "occupationId": null
  },
  {
    "taskId": "uk-4122-T-08775",
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      49,
      63
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    "d": [
      3,
      1,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Filing is largely electronic now, though paper records still need someone to handle them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4159",
    "occupationId": null
  },
  {
    "taskId": "uk-4122-T-09901",
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      39,
      47
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      2,
      0,
      2,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Checks can be automated, but money laundering controls need a named, accountable person behind them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
    "occupationId": null
  },
  {
    "taskId": "uk-4122-T-14079",
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      0,
      7
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      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Copying needs someone standing at the machine with the paper.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
    "occupationId": null
  },
  {
    "taskId": "uk-4122-T-18385",
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      60,
      68
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      0,
      0,
      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Most routine enquiries can be answered automatically, though callers often want a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
    "occupationId": null
  },
  {
    "taskId": "uk-4122-T-20987",
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      28,
      52
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      1,
      0,
      0,
      0,
      3
    ],
    "confidence": "low",
    "unstable": false,
    "rationale": "Summaries of rule changes are easy to get, but staying competent is something the person has to do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
    "occupationId": null
  },
  {
    "taskId": "uk-4122-T-00793",
    "score": 66,
    "band": "high",
    "range": [
      62,
      70
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    "d": [
      3,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Payroll reconciliation and reporting run largely on rules the software already applies.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
    "occupationId": null
  },
  {
    "taskId": "uk-4122-T-02195",
    "score": 81,
    "band": "very high",
    "range": [
      77,
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    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking data against sources for accuracy and currency is routine, reliable work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
    "occupationId": null
  },
  {
    "taskId": "uk-4122-T-02231",
    "score": 81,
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    "range": [
      77,
      85
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    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Balancing payroll accounts is straightforward reconciliation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
    "occupationId": null
  },
  {
    "taskId": "uk-4122-T-02488",
    "score": 81,
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    "range": [
      77,
      85
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    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Wage and deduction calculations follow published rules that payroll software applies exactly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
    "occupationId": null
  },
  {
    "taskId": "uk-4122-T-07843",
    "score": 56,
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    "range": [
      52,
      60
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      3,
      0,
      2,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Rules can be built into the system, though a competent person stays answerable for compliance.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
    "occupationId": null
  },
  {
    "taskId": "uk-4122-T-09097",
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      62,
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      3,
      0,
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Collecting worker and payment details so payments run on time is routine system work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
    "occupationId": null
  },
  {
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      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Data entry is among the most automatable office tasks.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
    "occupationId": null
  },
  {
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      77,
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      4,
      0,
      1,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Entering employee details into payroll is routine data work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
    "occupationId": null
  },
  {
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    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Leave tracking is a standard feature of the software already used for it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
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      1,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping payroll records accurate is routine, rule-driven system work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Returns can be drafted from the records, though a qualified person normally checks and signs them off.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
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  },
  {
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      0,
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      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Payslip production is fully rule-based and already automated in payroll software.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
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      3
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    "unstable": false,
    "rationale": "Turning timesheet hours into pay follows fixed rules that software applies reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
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  {
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      3
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    "rationale": "Checking recorded hours against timesheets is simple, automatable checking.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
    "occupationId": null
  },
  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Spotting odd hours or mismatches is exactly the pattern-checking software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
    "occupationId": null
  },
  {
    "taskId": "uk-4122-T-19896",
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      65,
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "The submission itself is automatic in payroll software, though someone stays answerable for the data filed.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
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  },
  {
    "taskId": "uk-4122-T-01071",
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      60,
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      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Most timesheet and payslip questions have standard answers, though staff often prefer asking a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Filling standard benefit and pension scheme forms from held data is routine admin.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
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      0,
      3
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    "confidence": "high",
    "unstable": true,
    "rationale": "Handing out and collecting physical timecards means walking round the workplace.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "d": [
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Backdated and corrective pay calculations follow set rules that payroll software applies.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
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      1,
      3
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    "confidence": "high",
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    "rationale": "Tracking hours and attendance for payroll is standard system work needing no judgement.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:42:49.177Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
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  {
    "taskId": "uk-4122-T-15425",
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      77,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Period-end reporting and balancing is standard automated accounting work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
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  {
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      77,
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Payroll reports are generated straight from the data already held.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
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  {
    "taskId": "uk-4122-T-16135",
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      77,
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    "d": [
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "New starter paperwork follows a fixed pattern that software completes well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Cash drawers have to be physically counted and balanced by someone at the till.",
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    "occupationId": null
  },
  {
    "taskId": "uk-4123-T-11861",
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      77,
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      0,
      1,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping banking records and accounts accurate is structured, rule-based work software does reliably.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4123",
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  {
    "taskId": "uk-4123-T-13976",
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      4
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    "d": [
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      4,
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      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Operating a till means handling cash and cards in person at the counter.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4123",
    "occupationId": null
  },
  {
    "taskId": "uk-4123-T-15467",
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    "band": "low",
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      32,
      46
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    "d": [
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      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "At the counter this means physically handling, stamping and passing cheques as well as processing them on the system.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4123",
    "occupationId": null
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  {
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      7,
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      3,
      3,
      1,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Cashing a cheque involves taking the paper document and handing over notes, though the checks behind it are automated.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4123",
    "occupationId": null
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  {
    "taskId": "uk-4123-T-16127",
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    "band": "high",
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      62,
      76
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      4,
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      1,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Processing account, savings and bond paperwork is form-driven work software handles well within the bank's rules.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4123",
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  {
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    "score": 93,
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      89,
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      4,
      0,
      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Looking up and updating customer account details is structured system work that software already handles automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4123",
    "occupationId": null
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  {
    "taskId": "uk-4123-T-21478",
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      32,
      46
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    "d": [
      4,
      2,
      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "At a bank or post office counter this means handling paper slips and cash in front of the customer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4123",
    "occupationId": null
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  {
    "taskId": "uk-4123-T-21513",
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    "band": "high",
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      57,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Comparing signatures and cheque details against records is a matching task that automated systems already do accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4123",
    "occupationId": null
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  {
    "taskId": "uk-4123-T-02387",
    "score": 93,
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      89,
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      4,
      0,
      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Working out balances and interest is documented arithmetic banking systems calculate accurately every time.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4123",
    "occupationId": null
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  {
    "taskId": "uk-4123-T-09322",
    "score": 0,
    "band": "minimal",
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    "d": [
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Emptying and reconciling machines, night safes and deposit envelopes means handling the physical containers.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4123",
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  {
    "taskId": "uk-4123-T-14195",
    "score": 75,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Working out how much cash the branch will need and placing the order is forecasting from past figures, which software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
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  {
    "taskId": "uk-4123-T-15558",
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Bundling and packaging counted cash for shipment is physical handling of money.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4123",
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  {
    "taskId": "uk-4123-T-16121",
    "score": 81,
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    "d": [
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Setting up fixed-term deposits and pension contributions is form and rules work software handles reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4123",
    "occupationId": null
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  {
    "taskId": "uk-4123-T-18217",
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    "d": [
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Sorting out a complaint at the counter means talking it through with the customer and checking their transactions with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4123",
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  {
    "taskId": "uk-4123-T-21506",
    "score": 93,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Checking payment dates and amounts against records is straightforward matching that software does accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4123",
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  {
    "taskId": "uk-4123-T-21778",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Transaction reports follow set formats and rules, which software drafts and checks very capably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4123",
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  {
    "taskId": "uk-4123-T-02486",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Working out currency exchange fees is arithmetic against a published rate sheet.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4123",
    "occupationId": null
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    "taskId": "uk-4123-T-08626",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Recommending products to a customer in branch is a regulated conversation where a person's judgement and manner matter.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4123",
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  {
    "taskId": "uk-4123-T-09792",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Spotting where debits and credits fail to match is a reconciliation job that accounting software already performs quickly and accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:36.798Z",
    "keyingScheme": "text-only",
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    "occupationId": null
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    "taskId": "uk-4123-T-15378",
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    "rationale": "Producing and sending statements and discrepancy letters is templated correspondence software drafts reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4123",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping loan records up to date is straightforward record-keeping inside the bank's own systems.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:36.798Z",
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    "rationale": "Quoting exchange rates simply reads published daily rates, which software does instantly.",
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    "modelId": "claude-opus-5",
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    "rationale": "Chasing down why an account does not balance needs judgement and access to records, though software narrows it quickly.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
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    "rationale": "Opening a credit account is structured system work, but identity checks at the counter still need documents seen in person.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "confidence": "medium",
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    "rationale": "Checking documents against legal standards follows published checklists AI applies well, ahead of the firm's own compliance sign-off.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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      2
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    "confidence": "high",
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    "rationale": "Hitting targets depends on the customer relationships a salesperson holds.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      2
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    "confidence": "high",
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    "rationale": "Verifying armoured van deposits means physically opening and counting the delivered cash.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4123",
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    "rationale": "Explaining currency rules is drawn from published guidance, so software can prepare clear answers for counter staff.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4123",
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      2
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    "confidence": "high",
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    "rationale": "Opening the branch and checking the premises requires someone physically present at the building.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
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      3
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    "rationale": "Promoting products at a branch counter means talking to customers in person, using wording the firm has approved.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4123",
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      3
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    "confidence": "medium",
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    "rationale": "An escalated complaint usually reaches someone who can listen properly and be trusted to fix it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Selling investments and trusts is tightly controlled in Britain: only an authorised, qualified person at an approved firm may do it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4123",
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Selling financial products to targets involves regulated conduct rules, and customers still expect a person across the counter.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4123",
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    "taskId": "uk-4123-T-01075",
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      3
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      3
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  {
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      3
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  {
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    "rationale": "Representing the bank locally is about turning up and building relationships with people face to face.",
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    "rationale": "Drafting replies is quick for AI, though deciding what to say for the manager needs judgement.",
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    "rationale": "Answering common public questions is documented work already handled by automated services.",
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    "modelId": "claude-opus-5",
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    "modelId": "claude-opus-5",
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      3
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    "rationale": "Showing a customer how to use an app means sitting beside them and building their confidence.",
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    "rationale": "Coaching works because someone believes in the person coaching them.",
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    "rationale": "Card readers and pay-at-table apps handle much of this, but the machine still has to reach the guest.",
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      3
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    "rationale": "Arranging pension payments is rules-based processing that software handles accurately.",
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    "rationale": "The pricing rules are published, but the parcel still has to be weighed and measured at the counter.",
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      3
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    "rationale": "Reading an address or checking postage is simple, but you have to have the item in front of you.",
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    "rationale": "Insuring letters and parcels means taking the item across the counter and processing it there.",
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    "rationale": "Issuing and cashing postal orders means counting and handing over cash across a counter.",
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    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
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    "rationale": "Selling stamps, envelopes and postal orders means handing physical items to a customer.",
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    "rationale": "Selling travel insurance is a regulated sale where the customer's questions and trust shape the outcome.",
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    "rationale": "Storing, finding and handing over parcels is physical work in the back of a branch.",
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    "rationale": "Helping the public meet other agencies' rules is explaining published guidance, which software does well, though people want reassurance.",
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    "confidence": "high",
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    "rationale": "Feeding mail into a cancelling machine is manual handling of physical post.",
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    "rationale": "Ordering office supplies is routine purchasing that systems already automate.",
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    "modelId": "claude-opus-5",
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    "rationale": "Moving equipment between work stations is physical lifting and carrying.",
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      3
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    "modelId": "claude-opus-5",
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      3
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    "rationale": "Producing bills and statements from set procedures is well-documented calculation work software does reliably, feeding a later sign-off.",
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    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
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      3
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    "rationale": "Checking postings, figures and codes is exactly the structured verification accounting software performs automatically.",
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    "modelId": "claude-opus-5",
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Basic bookkeeping is highly structured, well-documented work that accounting software and AI already do to a high standard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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      3
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3
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    "rationale": "National Insurance and pension calculations follow published rates that payroll software applies exactly, feeding a return filed elsewhere.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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      0,
      3
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    "rationale": "Building payables and receivables tables is structured reporting that accounting software produces automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3
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    "rationale": "Crediting accounts in accounting software is structured, repetitive entry work that systems already perform automatically.",
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      3
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    "rationale": "Logging cash, cheque and voucher transactions is structured recording software handles, with some handling of the physical items.",
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    "modelId": "claude-opus-5",
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      3
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    "rationale": "Running accounting software is routine, well-documented work that today's tools handle from end to end.",
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    "modelId": "claude-opus-5",
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    "rationale": "Payment queries are answered from purchase ledger records, which software can look up and explain clearly.",
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      3
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "VAT returns are calculated from digital records, though a responsible person still makes the submission to HMRC.",
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    "rationale": "Producing a trial balance is a defined accounting step that finance software performs automatically.",
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    "rationale": "Reconciling payroll to bank statements is exactly the structured matching that finance software performs automatically.",
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    "rationale": "Completing and filing government forms is highly structured work software does well, though filing carries a formal responsibility.",
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      3
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    "rationale": "Checking deposit slip totals is simple verification software does reliably, with only light handling of the paper itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3
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    "rationale": "Rules can be summarised easily, but following them and helping colleagues do so is a person's job.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Testing and sampling can be automated, but an independent audit opinion rests with a qualified auditor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Documenting budget figures is structured spreadsheet work that software and AI handle end to end.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Matching orders to invoices is exactly the structured comparison that finance software performs automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
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    "taskId": "uk-4124-T-15803",
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      68,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reports on activity, spend and budgets are drafted well from system data, though the commentary needs local knowledge.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4124",
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  },
  {
    "taskId": "uk-4124-T-17363",
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      89,
      97
    ],
    "d": [
      4,
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      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Copying details from matched orders and invoices is exactly the kind of structured data work software handles automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4124",
    "occupationId": null
  },
  {
    "taskId": "uk-4124-T-19928",
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      89,
      97
    ],
    "d": [
      4,
      0,
      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Summarising figures into financial records is structured work accounting software and AI already do very well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4124",
    "occupationId": null
  },
  {
    "taskId": "uk-4124-T-05594",
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    "band": "high",
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      72,
      86
    ],
    "d": [
      4,
      0,
      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The reports themselves are easily produced, though delivering them to a management team is a person's job.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:34:23.812Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3554",
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  },
  {
    "taskId": "uk-4124-T-13318",
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      89,
      97
    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Monitoring whether accounts are up to date is structured tracking software already does automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4124",
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  },
  {
    "taskId": "uk-4124-T-16202",
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    "band": "very high",
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      76,
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    ],
    "d": [
      3,
      0,
      0,
      0,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Forecasting from historic figures suits software well, though the assumptions behind it are a judgement call.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2329",
    "occupationId": null
  },
  {
    "taskId": "uk-4124-T-02414",
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    "band": "very high",
    "range": [
      89,
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    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Costing from estimates and price lists is documented arithmetic that spreadsheets and AI handle accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4124",
    "occupationId": null
  },
  {
    "taskId": "uk-4124-T-06117",
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    "band": "very high",
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      89,
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      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Working out discounts, equity and principal is documented arithmetic finance software does accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4124",
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  },
  {
    "taskId": "uk-4124-T-08777",
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      89,
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    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Filing expense reports is structured, repetitive record-keeping that expense software already automates.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4124",
    "occupationId": null
  },
  {
    "taskId": "uk-4124-T-13940",
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      96,
      100
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      4,
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      0,
      0,
      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Operating a calculator is pure arithmetic, which software has done faster and more accurately for decades.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4124",
    "occupationId": null
  },
  {
    "taskId": "uk-4124-T-19163",
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      22,
      36
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    "d": [
      2,
      2,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Physically getting cash and cheques to the bank is a trip someone has to make.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4124",
    "occupationId": null
  },
  {
    "taskId": "uk-4124-T-20754",
    "score": 69,
    "band": "high",
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      65,
      73
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    "d": [
      4,
      1,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Scanning and typing up paper records is near-automatic now, though someone still has to handle the physical files.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4124",
    "occupationId": null
  },
  {
    "taskId": "uk-4124-T-03882",
    "score": 93,
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      89,
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    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Routine office letters are exactly what AI drafts well, using details already held in the finance system.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4124",
    "occupationId": null
  },
  {
    "taskId": "uk-4124-T-09144",
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      89,
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    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Raising purchase orders is structured, rule-based work that finance systems already generate automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4124",
    "occupationId": null
  },
  {
    "taskId": "uk-4124-T-15524",
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      22,
      36
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    "d": [
      2,
      2,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Preparing the day's takings means counting and reconciling actual cash after closing.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4124",
    "occupationId": null
  },
  {
    "taskId": "uk-4124-T-16230",
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      89,
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    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Producing documentation to a set company policy is structured drafting work AI does to a high standard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4124",
    "occupationId": null
  },
  {
    "taskId": "uk-4124-T-08775",
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    "band": "partial",
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      49,
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    ],
    "d": [
      3,
      1,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Filing is largely electronic now, though paper records still need someone to handle them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4159",
    "occupationId": null
  },
  {
    "taskId": "uk-4124-T-14079",
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      4,
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      0,
      2
    ],
    "confidence": "medium",
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    "rationale": "Copying needs someone standing at the machine with the paper.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
    "occupationId": null
  },
  {
    "taskId": "uk-4124-T-18385",
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      60,
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      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Most routine enquiries can be answered automatically, though callers often want a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
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  },
  {
    "taskId": "uk-4129-T-19132",
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    "d": [
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      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Selling tickets at a counter and checking them at the door means being there in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:36.798Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4129",
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Processing a refund is a rules-based transaction that systems already handle end to end.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:36.798Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4129",
    "occupationId": null
  },
  {
    "taskId": "uk-4129-T-03477",
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      5,
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    "d": [
      2,
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Handling cash needs someone at the till, though card and self-service payment already cover much of it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9263",
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  },
  {
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      75,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Answering general enquiries with standard information is what automated assistants now do reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:36.798Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4129",
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  },
  {
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    "d": [
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    "unstable": false,
    "rationale": "Much customer help can be automated, though some of it means dealing with people at the venue.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:36.798Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4129",
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    "d": [
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      2,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Greeting people as they arrive is being physically present in the foyer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:36.798Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4129",
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  {
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    "d": [
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      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Taking cash, cheques and cards at a counter means handling money and people in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:36.798Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4129",
    "occupationId": null
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  {
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      0,
      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Answering and routing calls is something phone systems and automated assistants already do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:36.798Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4129",
    "occupationId": null
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Adding up payments received and matching them against sales is straightforward number work done from records.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:36.798Z",
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    "scoredUnderOccupationId": null,
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    "taskId": "uk-4129-T-05066",
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    "d": [
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      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Counting banknotes and coins means physically handling the money.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:36.798Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4129",
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  },
  {
    "taskId": "uk-4129-T-11113",
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      89,
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    "d": [
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      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Issuing a receipt is generated by the till system, with only the handover done by a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:36.798Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4129",
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  },
  {
    "taskId": "uk-4129-T-16143",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The paperwork side is automatic, but taking goods back means someone receiving and checking them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:36.798Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4129",
    "occupationId": null
  },
  {
    "taskId": "uk-4129-T-02194",
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    "d": [
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The audit calculation is simple for software, but the cash still has to be counted by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:36.798Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4129",
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  },
  {
    "taskId": "uk-4129-T-11724",
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping the till area clean and tidy is physical work in the space itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:36.798Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4129",
    "occupationId": null
  },
  {
    "taskId": "uk-4129-T-16620",
    "score": 79,
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    "d": [
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      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Looking up and explaining company procedures is straightforward information work for AI.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3
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      3
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    "keyingScheme": "text+occupation",
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    "keyingScheme": "text-only",
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      3
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    "modelId": "claude-opus-5",
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      3
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    "rationale": "Applying eligibility rules to recorded data suits software, but the resulting entitlement decision is one an accountable officer owns.",
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    "modelId": "claude-opus-5",
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      1,
      0,
      3
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    "rationale": "Filling in standard business and government forms is highly structured work AI does reliably before submission.",
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    "keyingScheme": "text+occupation",
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      1,
      3
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    "rationale": "Explaining eligibility rules, application steps and payment options is well-documented information work AI handles well.",
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    "modelId": "claude-opus-5",
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      3
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    "rationale": "Watching benefit payments over the life of a claim is structured monitoring that systems flag automatically.",
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      2
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      3
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    "rationale": "Loan eligibility runs on documented scoring rules that software applies at least as well as staff, ahead of formal approval.",
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      3
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    "rationale": "Checking loan agreements are complete and accurate against policy is structured document review AI performs reliably.",
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      3
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    "rationale": "Assembling a loan application with a recommendation is structured work AI does well, ahead of the underwriter's decision.",
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    "rationale": "Checking employment history and chasing references is routine verification work AI handles well.",
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    "rationale": "Most service questions have documented answers that can be given automatically.",
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      3
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  {
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      3
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    "rationale": "Pulling together the standard documents for a loan completion is a checklist task software runs well.",
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    "keyingScheme": "text-only",
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    "rationale": "Gathering an applicant's details is increasingly done through online forms, though some people still want help filling them in.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3
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    "rationale": "Keeping loan records up to date is straightforward record-keeping inside the bank's own systems.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Complaint responses can be drafted well by AI, though an unhappy customer usually wants a person.",
    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text-only",
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      3
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    "confidence": "medium",
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  },
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      0,
      3
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    "confidence": "high",
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    "rationale": "Reviewing credit and loan files against documented policy is structured checking software performs reliably.",
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    "modelId": "claude-opus-5",
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  },
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      1,
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    "confidence": "high",
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    "rationale": "Scheduling a completion date around several parties is coordination software handles well.",
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    "modelId": "claude-opus-5",
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  },
  {
    "taskId": "uk-4129-T-19628",
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      3
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-4129",
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  },
  {
    "taskId": "uk-4129-T-21480",
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      84,
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      0,
      1,
      0,
      4
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    "rationale": "Checking closing documents against the rules is comparison work software does faster and more consistently.",
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    "keyingScheme": "text-only",
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  {
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      0,
      0,
      3
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    "unstable": false,
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4129",
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  },
  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Automated valuation data gives a good estimate, though a qualified surveyor is usually needed for lending.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-4129",
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  {
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      1,
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      4
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    "rationale": "Interest and repayment calculations are pure arithmetic that software has always done accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  },
  {
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      49,
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      1,
      1,
      3
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    "confidence": "medium",
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    "rationale": "Explaining credit options, funding and rebates draws on published information AI summarises well, though customers often want a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  },
  {
    "taskId": "uk-4129-T-13253",
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      89,
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      0,
      0,
      3
    ],
    "confidence": "high",
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    "rationale": "Watching accounts for late payment and breached terms is automatic monitoring software already performs.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "occupationId": null
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  {
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      39,
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      3
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    "rationale": "Walking a customer through a repayment schedule is partly scripted, but people want a person to answer their worries.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  },
  {
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      77,
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      4,
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      1,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Processing a payment is a system transaction, with only occasional handling done by a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  },
  {
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      89,
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      0,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Recording loan details and payouts is data entry that systems already do automatically.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4129",
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  },
  {
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      89,
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      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking billing statements and invoices for accuracy is exactly the structured verification software does reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
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  },
  {
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      89,
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      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Updating and recategorising account records is structured system work software already does automatically.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
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  {
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      3
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    "unstable": false,
    "rationale": "Lending decisions inside set limits run largely on automated scoring, but someone accountable still has to own the approval.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Working out payment schedules is documented arithmetic that finance software produces accurately.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
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      4
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    "confidence": "high",
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    "rationale": "Checking records and documents against each other is comparison work software does very accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:36.798Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4129",
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  {
    "taskId": "uk-4129-T-10093",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The letter is easy to draft, but telling someone in person that they were turned down is not.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "uk-4129-T-12960",
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      3,
      1
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    "confidence": "medium",
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    "rationale": "Understanding a client's goals comes out of a meeting with the people who know them, which is not something software attends.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
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      4
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    "confidence": "high",
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    "rationale": "Producing standard legal documents, letters and forms from templates is exactly what AI does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4129",
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  {
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      3
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    "confidence": "high",
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    "rationale": "Keying application details into a system is data entry software now does from the documents themselves.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4129",
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  {
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    "confidence": "high",
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    "rationale": "Finding and fixing errors in interest and cost figures is arithmetic checking software does reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:36.798Z",
    "keyingScheme": "text-only",
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  {
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      3
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    "unstable": false,
    "rationale": "Picking out overdue accounts from customer files is rule-based selection collection systems already do automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
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    "confidence": "medium",
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    "rationale": "Credit scoring is already automated, though the firm needs an accountable person behind lending decisions.",
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    "modelId": "claude-opus-5",
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      3,
      2
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    "rationale": "Money advice depends on private circumstances and trust built in conversation, and in Britain giving debt advice needs a firm authorised to do it.",
    "promptVersion": "task_scoring_v1.0",
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    "scoredAt": "2026-08-05T10:20:00Z",
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      1
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    "confidence": "medium",
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    "rationale": "Building a referral network is about relationships with named people, built up over time in person.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
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      3
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    "unstable": false,
    "rationale": "Giving someone more time to pay is a judgement a responsible person must make under conduct rules.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:36.798Z",
    "keyingScheme": "text-only",
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  {
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      3
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    "confidence": "medium",
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    "rationale": "Matching someone's circumstances to available schemes follows published criteria AI applies well, though the person's details shape the answer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Tracking new loan products draws on published market information AI summarises well, though judging customer fit needs local knowledge.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
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  },
  {
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      3,
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Promoting financial products is documented marketing work AI supports, with the approved wording set by the firm.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
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  },
  {
    "taskId": "uk-4129-T-18450",
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      74,
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    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Deciding which accounts to write off follows documented policy applied to account data the system already holds.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4129",
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  {
    "taskId": "uk-4129-T-00415",
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      32,
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    "d": [
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      0,
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      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Ranking debts by urgency follows published guidance, but giving debt advice in Britain requires a firm authorised to do it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4129",
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  {
    "taskId": "uk-4129-T-09038",
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      89,
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    "d": [
      4,
      0,
      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Passing unrecoverable accounts to collectors is a rules-driven step systems already perform.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Telling someone they have paid too much or too little is a standard notification software generates from the account.",
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    "rationale": "Checking whether a relief is allowed follows published law, but ruling on someone's return is a formal official decision.",
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  {
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    "rationale": "Preparing and lodging appeal papers is documented procedure AI supports, though the hearing itself happens elsewhere.",
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  {
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "rationale": "Setting a deadline for an unpaid tax bill is a formal step taken under statutory powers, so an accountable officer decides it.",
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    "rationale": "Issuing a refund for an overpayment is a rule-based system step, released by someone with the authority to do it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
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      3
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    "rationale": "Monitoring whether accounts are up to date is structured tracking software already does automatically.",
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    "rationale": "Sorting out a disputed return means a real conversation with the taxpayer, and the settlement reached is an official decision.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Arrears notices are templated letters generated automatically from the account record.",
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    "keyingScheme": "text+occupation",
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    "rationale": "VAT returns are prepared from accounting exports and software does this well, but the return is a formal declaration someone owns.",
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    "rationale": "Choosing between a settlement offer, an earnings order or seizure needs judgement about a person's circumstances and is an official decision.",
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    "rationale": "Software can test whole ledgers quickly, but judging whether procedures are sound needs someone accountable inside the organisation.",
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    "rationale": "Keeping contact, account and order records up to date is ordinary database work.",
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    "rationale": "Getting a taxpayer to agree a settlement depends on a live negotiation, and the agreement itself is an official one.",
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    "modelId": "claude-opus-5",
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    "rationale": "Chasing discrepancies and asking for documents is standard correspondence that can be generated.",
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    "rationale": "Asking HMRC to raise a return where none was filed is a documented procedural step, generated from the account record.",
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    "rationale": "Examining records against accuracy and compliance rules is structured checking software performs reliably at scale.",
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    "rationale": "Running accounting software is routine, well-documented work that today's tools handle from end to end.",
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    "modelId": "claude-opus-5",
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    "rationale": "Spotting where debits and credits fail to match is a reconciliation job that accounting software already performs quickly and accurately.",
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    "rationale": "General accounting tasks are structured, well-documented work that accounting software and AI already handle well.",
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    "rationale": "Keeping databases, spreadsheets and records accurate is routine data work software handles well.",
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    "modelId": "claude-opus-5",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Booking admissions follows set rules and system records, so software handles most of it, with clinical priorities checked by staff.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
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    "unstable": false,
    "rationale": "Good advice on choices rests on knowing the pupil and being someone they trust.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Photocopiers and scanners need someone to load and operate the machine.",
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    "rationale": "Greeting and booking in patients happens face-to-face at the desk, even where check-in screens help.",
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    "rationale": "Answering and routing calls is something phone systems and automated assistants already do.",
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    "rationale": "Routing calls to the right person is one of the oldest tasks phone systems automate.",
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    "rationale": "Most routine enquiries can be answered automatically, though callers often want a person.",
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      1,
      1,
      3
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      1,
      3
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      3
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      3
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    "modelId": "claude-opus-5",
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    "rationale": "Explaining care instructions is partly scripted, but patients ask questions and clinical advice needs qualified staff.",
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    "modelId": "claude-opus-5",
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      3
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    "rationale": "Producing reports, invoices and documents from templates is well-automated office work.",
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    "modelId": "claude-opus-5",
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    "rationale": "Insurance claims follow set codes and forms, which software completes accurately from the patient record.",
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      3
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    "rationale": "Clinical coding follows published classification systems software applies well, with coders checking difficult cases.",
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    "modelId": "claude-opus-5",
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    "modelId": "claude-opus-5",
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    "modelId": "claude-opus-5",
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    "rationale": "Drafting letters for doctors and scientists is standard correspondence software produces well from the record.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Turning dictated medical notes into written reports is speech-to-text work software now does very accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      4
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    "rationale": "Insurance forms are standard documents completed from records already held, which software does quickly.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Ordering supplies is automated, but counting what is actually on the shelves means being there.",
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    "rationale": "Keeping financial records for a practice is bookkeeping that accounting software already handles with oversight.",
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    "rationale": "Working out what to reorder and when is well-documented number work software does well.",
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    "rationale": "Producing monthly statements is automatic from the billing system, though posting them out involves physical handling.",
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    "rationale": "Invoice approval is rule-checking software does well, but someone accountable signs off the spending.",
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    "rationale": "Working out what an order costs is straightforward calculation from prices already in the system.",
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    "rationale": "Negotiating contract terms depends on live give and take with the other side.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Deciding when to reorder stock follows sales patterns software forecasts well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Monitoring whether suppliers are meeting contract terms is comparison work software does, with buyers acting on it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Scoring suppliers on price, quality and reliability follows set criteria and data software compiles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "unstable": false,
    "rationale": "Raising purchase orders is structured, rule-based work that purchasing systems already generate automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4131",
    "occupationId": null
  },
  {
    "taskId": "uk-4131-T-14261",
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      89,
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      4,
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      3
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    "rationale": "Placing orders to meet organisational needs is routine purchasing-system work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4131",
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  },
  {
    "taskId": "uk-4131-T-16157",
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      77,
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      3
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    "rationale": "Buying within budget rules through purchasing software is structured work, with approvals kept with accountable staff.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4131",
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  },
  {
    "taskId": "uk-4131-T-01158",
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      46,
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    "confidence": "medium",
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    "rationale": "Cost and pricing analysis is standard number work, though using it to shift behaviour means persuading people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
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    "scoredUnderOccupationId": "uk-soc-4131",
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  },
  {
    "taskId": "uk-4131-T-01933",
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      49,
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Helping put new contracts in place is documentation and coordination software supports, with sign-off staying with staff.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4131",
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  },
  {
    "taskId": "uk-4131-T-03695",
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      89,
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      4,
      0,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Matching supplier bills against orders and bids is exactly the checking software does quickly and consistently.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-4131-T-04620",
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      75,
      83
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      4,
      0,
      0,
      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Chasing suppliers about delivery dates is routine messaging that ordering systems already automate.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4131",
    "occupationId": null
  },
  {
    "taskId": "uk-4131-T-06347",
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      0,
      6
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      0,
      1,
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      4,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Professional relationships with senior colleagues exist between people, and cannot be produced by anything else.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:33:03.484Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1136",
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  },
  {
    "taskId": "uk-4131-T-08167",
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      6,
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      4,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Long-term working relationships with customers and suppliers are the whole point of this task.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2132",
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  },
  {
    "taskId": "uk-4131-T-08346",
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      59,
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      3,
      0,
      1,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reading contract terms and checking obligations are met is document analysis software handles well, with buyers deciding.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4131",
    "occupationId": null
  },
  {
    "taskId": "uk-4131-T-08724",
    "score": 79,
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    "range": [
      75,
      83
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      4,
      0,
      0,
      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Moving purchase orders between suppliers and staff is coordination that purchasing systems largely automate.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4131",
    "occupationId": null
  },
  {
    "taskId": "uk-4131-T-09331",
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      75,
      83
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      4,
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      0,
      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Order status questions follow familiar patterns, so software answers most of them straight from the system.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4131",
    "occupationId": null
  },
  {
    "taskId": "uk-4131-T-09587",
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      57,
      71
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      0,
      1,
      3
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    "confidence": "medium",
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    "rationale": "Spotting savings is analysis software does well, though acting on it needs agreement across the organisation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4131",
    "occupationId": null
  },
  {
    "taskId": "uk-4131-T-10268",
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      7,
      21
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      2,
      3,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Counts can be checked against paperwork automatically, but seeing the goods means being at the bay.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9252",
    "occupationId": null
  },
  {
    "taskId": "uk-4131-T-10951",
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      23,
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      2,
      3
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    "confidence": "medium",
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    "rationale": "Talking to suppliers about products and prices is a live conversation, though preparation and notes can be automated.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4131",
    "occupationId": null
  },
  {
    "taskId": "uk-4131-T-13311",
    "score": 93,
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      86,
      100
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      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Tracking stock movements is system monitoring, though physical counts still need someone in the store.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4131",
    "occupationId": null
  },
  {
    "taskId": "uk-4131-T-13483",
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      89,
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      0,
      0,
      3
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    "confidence": "high",
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    "rationale": "Keeping track of requisitions, contracts and orders is straightforward monitoring within purchasing systems.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4131",
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  },
  {
    "taskId": "uk-4131-T-13649",
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      21,
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      0,
      3,
      2
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    "confidence": "medium",
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    "rationale": "Negotiating with colleagues, clients and finance depends on live discussion and established working relationships.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4131",
    "occupationId": null
  },
  {
    "taskId": "uk-4131-T-14431",
    "score": 93,
    "band": "very high",
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      89,
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      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Sorting spending into procurement categories is classification work software does accurately at scale.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4131",
    "occupationId": null
  },
  {
    "taskId": "uk-4131-T-15437",
    "score": 69,
    "band": "high",
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      65,
      73
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      1,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Producing and sending invoices is structured, templated work billing software already generates, with only light handling of post.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4131",
    "occupationId": null
  },
  {
    "taskId": "uk-4131-T-15556",
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      59,
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      3,
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      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Cost budgets are built from figures already held, so software drafts them, with managers owning the assumptions.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4131",
    "occupationId": null
  },
  {
    "taskId": "uk-4131-T-16909",
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      63,
      77
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      3,
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      0,
      1,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Ordering materials and services runs through purchasing systems that already handle most of the work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1122",
    "occupationId": null
  },
  {
    "taskId": "uk-4131-T-18369",
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      75,
      83
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      0,
      1,
      3
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    "unstable": false,
    "rationale": "First-line procurement questions follow familiar patterns software answers from policy and system data.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4131",
    "occupationId": null
  },
  {
    "taskId": "uk-4131-T-18642",
    "score": 93,
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      89,
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      4,
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      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Reviewing price lists is comparison work software does quickly and thoroughly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4131",
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  {
    "taskId": "uk-4131-T-19565",
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      62,
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      1,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Inviting bids follows set templates and rules software prepares, with public procurement requirements checked by staff.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4131",
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  {
    "taskId": "uk-4131-T-21442",
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      89,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Producing documents, spreadsheets and presentations is exactly what office software now drafts well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4131",
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  },
  {
    "taskId": "uk-4131-T-01451",
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      68,
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      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Writing procurement specifications from business objectives is structured writing software drafts, with buyers checking they reflect real needs.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4131",
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  {
    "taskId": "uk-4131-T-02598",
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      59,
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    "d": [
      3,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Supplier due diligence checks published financial and insurance information, which software gathers and assesses consistently.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4131",
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  {
    "taskId": "uk-4131-T-04661",
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    "band": "partial",
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    "confidence": "medium",
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    "rationale": "Software can lay out the value-for-money case, but the decision rests with accountable people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4131",
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  {
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    "rationale": "A tailored procurement strategy can be drafted from standard frameworks, though each client real constraints shape it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4131",
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      68,
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      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Benchmarking costs against industry standards is data comparison software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4131",
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  },
  {
    "taskId": "uk-4131-T-08978",
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    "band": "high",
    "range": [
      57,
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Demand forecasting is a strong area for software, though planners still agree the assumptions together.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4131",
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  {
    "taskId": "uk-4131-T-09508",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Tracking demand trends is strong ground for software, though making sure deliveries actually arrive means chasing people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4131",
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  {
    "taskId": "uk-4131-T-10001",
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      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Setting up supplier selection systems is design and documentation work software supports, with buyers deciding the criteria.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4131",
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  },
  {
    "taskId": "uk-4131-T-10357",
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    "rationale": "Confirming premiums have been paid is a simple check against payment records.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4132",
    "occupationId": null
  },
  {
    "taskId": "uk-4132-T-02436",
    "score": 81,
    "band": "very high",
    "range": [
      77,
      85
    ],
    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Working a quote out from the insurer's published rating rules is calculation that software already performs routinely.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4132",
    "occupationId": null
  },
  {
    "taskId": "uk-4132-T-03510",
    "score": 38,
    "band": "low",
    "range": [
      31,
      45
    ],
    "d": [
      3,
      1,
      1,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Gathering footage and police reports depends on other organisations releasing them, though chasing and logging it is routine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4132",
    "occupationId": null
  },
  {
    "taskId": "uk-4132-T-06141",
    "score": 69,
    "band": "high",
    "range": [
      65,
      73
    ],
    "d": [
      4,
      0,
      1,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Choosing how a claim is paid follows set rules and account details, which software applies accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4132",
    "occupationId": null
  },
  {
    "taskId": "uk-4132-T-11051",
    "score": 28,
    "band": "low",
    "range": [
      21,
      35
    ],
    "d": [
      2,
      1,
      1,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Software flags suspicious patterns very well, but proving fraud on a particular claim means gathering evidence and speaking to people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4132",
    "occupationId": null
  },
  {
    "taskId": "uk-4132-T-14751",
    "score": 56,
    "band": "partial",
    "range": [
      49,
      63
    ],
    "d": [
      3,
      0,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Small claims settle through automated rules already, but releasing money needs a named person inside the firm holding the payment authority.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4132",
    "occupationId": null
  },
  {
    "taskId": "uk-4132-T-17733",
    "score": 81,
    "band": "very high",
    "range": [
      77,
      85
    ],
    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Renewals and mid-term changes already run through insurers' systems with little human involvement.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4132",
    "occupationId": null
  },
  {
    "taskId": "uk-4132-T-18955",
    "score": 31,
    "band": "low",
    "range": [
      24,
      38
    ],
    "d": [
      2,
      0,
      1,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Asking a loss adjuster for a view on a tricky case relies on their expert judgement and working relationship.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4132",
    "occupationId": null
  },
  {
    "taskId": "uk-4132-T-21518",
    "score": 81,
    "band": "very high",
    "range": [
      77,
      85
    ],
    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking whether the policy covers the claim is reading the wording against the facts, which software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4132",
    "occupationId": null
  },
  {
    "taskId": "uk-4132-T-02454",
    "score": 81,
    "band": "very high",
    "range": [
      77,
      85
    ],
    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Applying the insurer's own rate tables to a set of details is arithmetic, and software already does it reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4132",
    "occupationId": null
  },
  {
    "taskId": "uk-4132-T-03683",
    "score": 81,
    "band": "very high",
    "range": [
      77,
      85
    ],
    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Comparing an application against written reinstatement criteria is rules-based checking that software performs reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4132",
    "occupationId": null
  },
  {
    "taskId": "uk-4132-T-08125",
    "score": 93,
    "band": "very high",
    "range": [
      89,
      97
    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Typing claim details into a database is the plainest form of data entry, and systems already capture most of it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-4132-T-11105",
    "score": 93,
    "band": "very high",
    "range": [
      89,
      97
    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Sending out the right forms is routine, rules-based administration software handles automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4132",
    "occupationId": null
  },
  {
    "taskId": "uk-4132-T-16107",
    "score": 81,
    "band": "very high",
    "range": [
      77,
      85
    ],
    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Processing claim details and issuing forms is templated administration software performs reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4132",
    "occupationId": null
  },
  {
    "taskId": "uk-4132-T-18263",
    "score": 26,
    "band": "low",
    "range": [
      19,
      33
    ],
    "d": [
      3,
      2,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Standard replies are easy to draft, though upset customers are usually calmed by a person in front of them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7111",
    "occupationId": null
  },
  {
    "taskId": "uk-4132-T-19442",
    "score": 48,
    "band": "partial",
    "range": [
      41,
      55
    ],
    "d": [
      3,
      0,
      2,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Settling a claim fairly is judgement the insurer is accountable for, even though the calculations behind it are automated.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4132",
    "occupationId": null
  },
  {
    "taskId": "uk-4132-T-03471",
    "score": 81,
    "band": "very high",
    "range": [
      77,
      85
    ],
    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Premiums are collected by direct debit, card or credit agreement, which are automated payment processes.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4132",
    "occupationId": null
  },
  {
    "taskId": "uk-4132-T-04598",
    "score": 79,
    "band": "high",
    "range": [
      72,
      86
    ],
    "d": [
      4,
      0,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Arranging repairs means matching the job to an approved trade and booking it, which scheduling software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4132",
    "occupationId": null
  },
  {
    "taskId": "uk-4132-T-11113",
    "score": 93,
    "band": "very high",
    "range": [
      89,
      97
    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Issuing a receipt is generated by the till system, with only the handover done by a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:36.798Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4129",
    "occupationId": null
  },
  {
    "taskId": "uk-4132-T-16133",
    "score": 81,
    "band": "very high",
    "range": [
      77,
      85
    ],
    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Setting up a new policy from an accepted application is straight-through processing that most insurers already automate.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4132",
    "occupationId": null
  },
  {
    "taskId": "uk-4132-T-18336",
    "score": 28,
    "band": "low",
    "range": [
      21,
      35
    ],
    "d": [
      2,
      0,
      1,
      3,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "An urgent claim call is a distressed person needing reassurance as well as fast, accurate processing.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4132",
    "occupationId": null
  },
  {
    "taskId": "uk-4132-T-19884",
    "score": 81,
    "band": "very high",
    "range": [
      77,
      85
    ],
    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Filling in and sending an application from records already held is form work software completes quickly and accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4132",
    "occupationId": null
  },
  {
    "taskId": "uk-4132-T-04599",
    "score": 64,
    "band": "high",
    "range": [
      60,
      68
    ],
    "d": [
      3,
      0,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Chasing missing details is mostly templated contact; only the odd awkward case needs a person to pick up the phone.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3534",
    "occupationId": null
  },
  {
    "taskId": "uk-4132-T-08655",
    "score": 36,
    "band": "low",
    "range": [
      29,
      43
    ],
    "d": [
      3,
      0,
      1,
      3,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Telling someone their claim is refused needs care and credibility, though the reasoning can be drafted in advance.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4132",
    "occupationId": null
  },
  {
    "taskId": "uk-4132-T-11426",
    "score": 31,
    "band": "low",
    "range": [
      24,
      38
    ],
    "d": [
      2,
      0,
      1,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Drafts of each letter can be produced automatically, but reaching a settlement with the other side's solicitor is back-and-forth judgement about money.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4132",
    "occupationId": null
  },
  {
    "taskId": "uk-4132-T-16548",
    "score": 11,
    "band": "minimal",
    "range": [
      4,
      18
    ],
    "d": [
      1,
      2,
      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Good service here comes from reading the customer standing in front of you.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9223",
    "occupationId": null
  },
  {
    "taskId": "uk-4132-T-18495",
    "score": 81,
    "band": "very high",
    "range": [
      77,
      85
    ],
    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking application details against records is verification work that software performs faster and more consistently than people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4132",
    "occupationId": null
  },
  {
    "taskId": "uk-4132-T-20307",
    "score": 40,
    "band": "partial",
    "range": [
      33,
      47
    ],
    "d": [
      2,
      0,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Live calls from people mid-claim need someone who can hear the tone and respond, not just retrieve the file.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3534",
    "occupationId": null
  },
  {
    "taskId": "uk-4132-T-00044",
    "score": 28,
    "band": "low",
    "range": [
      21,
      35
    ],
    "d": [
      2,
      0,
      1,
      3,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Keeping clients at renewal depends on the relationship they have with the person calling them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4132",
    "occupationId": null
  },
  {
    "taskId": "uk-4132-T-02445",
    "score": 56,
    "band": "partial",
    "range": [
      49,
      63
    ],
    "d": [
      3,
      0,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "The calculation follows a set basis, so software can run it, but the reserving basis itself is owned by a qualified actuarial function.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4132",
    "occupationId": null
  },
  {
    "taskId": "uk-4132-T-03777",
    "score": 81,
    "band": "very high",
    "range": [
      77,
      85
    ],
    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Completing and submitting a claim from details already held is form work software does quickly and accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4132",
    "occupationId": null
  },
  {
    "taskId": "uk-4132-T-09651",
    "score": 66,
    "band": "high",
    "range": [
      62,
      70
    ],
    "d": [
      3,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Spotting patterns in cases and suggesting fixes is analysis software does well; deciding to act on the recommendation happens elsewhere.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4132",
    "occupationId": null
  },
  {
    "taskId": "uk-4132-T-12065",
    "score": 75,
    "band": "high",
    "range": [
      71,
      79
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping system records current is screen work with abundant documentation behind it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4159",
    "occupationId": null
  },
  {
    "taskId": "uk-4132-T-14350",
    "score": 93,
    "band": "very high",
    "range": [
      89,
      97
    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Sorting and filing office records on a computer is exactly the kind of organising software already handles.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-3534",
    "occupationId": null
  },
  {
    "taskId": "uk-4132-T-20785",
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      89,
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      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
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    "rationale": "Passing claims through for payment is routine system processing software handles automatically.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4132",
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  },
  {
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      3,
      2
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    "confidence": "high",
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    "rationale": "Hitting targets depends on the customer relationships a salesperson holds.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3556",
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  },
  {
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      0,
      2,
      0,
      3
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    "confidence": "medium",
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4132",
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  },
  {
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Sorting out a guest's problem quickly usually means noticing it and dealing with it there at the table.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9264",
    "occupationId": null
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  {
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      0,
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      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Bringing a new insurance product to market involves pricing, compliance sign-off and persuading distributors to take it on.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4132",
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  },
  {
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      4,
      2,
      0,
      0,
      3
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    "unstable": false,
    "rationale": "Maintaining policy files for reinstatement or cancellation is records work, though some files are still physical.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4132",
    "occupationId": null
  },
  {
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    "band": "high",
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      76
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      0,
      1,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Paying small claims quickly follows clear thresholds and rules that software applies consistently.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4132",
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  },
  {
    "taskId": "uk-4132-T-21738",
    "score": 93,
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      89,
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      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Entering, searching and retrieving records from the data store is exactly what software is built for.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4132",
    "occupationId": null
  },
  {
    "taskId": "uk-4132-T-00527",
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      29,
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      3,
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      3,
      2,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Recommending cover to meet someone's financial goals is regulated advice that a qualified person must give.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4132",
    "occupationId": null
  },
  {
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      77,
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      4,
      0,
      1,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Recalculating interest, premiums and surrender values is arithmetic against set formulas, which software does reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4132",
    "occupationId": null
  },
  {
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      89,
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      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Drafting business letters and emails on someone else's behalf is one of the things language software does best.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
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  {
    "taskId": "uk-4132-T-06923",
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      6,
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    "d": [
      1,
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      0,
      3,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Broker relationships are built over time between particular people, which is not something software can hold.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4132",
    "occupationId": null
  },
  {
    "taskId": "uk-4132-T-09103",
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      62,
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      3
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    "confidence": "high",
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    "rationale": "Gathering and analysing product data is well-suited to software, though what the findings mean for the business needs people who know it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4132",
    "occupationId": null
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      3,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Chasing new business needs live relationships; software helps track the portfolio and spot targets but cannot win the accounts.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3552",
    "occupationId": null
  },
  {
    "taskId": "uk-4132-T-15411",
    "score": 75,
    "band": "high",
    "range": [
      71,
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      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Quotations come from price lists and standard terms, so software prepares them with the salesperson checking unusual items.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3552",
    "occupationId": null
  },
  {
    "taskId": "uk-4132-T-18961",
    "score": 30,
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    "range": [
      23,
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      2,
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      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Offers can be generated automatically, but selling insurance is regulated work where staff must be competent and customers need convincing.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4132",
    "occupationId": null
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  {
    "taskId": "uk-4132-T-00917",
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      79,
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      3,
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      0,
      4
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    "rationale": "Comparing products and competitor strategies uses widely available published information.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1131",
    "occupationId": null
  },
  {
    "taskId": "uk-4132-T-03221",
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      0,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can find prospects and write the script, but a cold call still lands or fails on the person answering.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3552",
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  {
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      3
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    "unstable": false,
    "rationale": "The rulebook is public and checks can be automated, but a named senior person inside the firm is answerable to the regulator for compliance.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4132",
    "occupationId": null
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      1,
      4
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    "rationale": "Lead generation uses widely available data and tools that identify prospects quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3571",
    "occupationId": null
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  {
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      0,
      4
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    "confidence": "medium",
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    "rationale": "Keeping up with industry news is reading and summarising, which software does quickly and well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3574",
    "occupationId": null
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  {
    "taskId": "uk-4132-T-13376",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Tracking performance against agreed targets is standard reporting from sales systems.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3556",
    "occupationId": null
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  {
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      3
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    "confidence": "high",
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    "rationale": "Completing standard business and government forms from information already held is straightforward automated document work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4132",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Winning local business rests on relationships and a presence in the area.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1131",
    "occupationId": null
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    "rationale": "Winning back a lapsed customer depends on a persuasive conversation, though the contact list and script are easily prepared.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4132",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can test and evidence whether rules were met, but a named accountable person inside the firm has to stand behind the assurance.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4132",
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      3
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    "confidence": "medium",
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    "rationale": "Keeping current with the firm's products means absorbing internal documentation, which software does thoroughly and instantly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4132",
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  {
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Positions and wordings can be drafted automatically, but agreeing terms with a broker turns on judgement about the relationship and the business.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4132",
    "occupationId": null
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  {
    "taskId": "uk-4132-T-08116",
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Keying adjustments into an accounts system is routine data entry with a defined right answer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3534",
    "occupationId": null
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Confidentiality is a duty a person is held to rather than an output a machine produces, even though systems do much of the protecting.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4132",
    "occupationId": null
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  {
    "taskId": "uk-4132-T-11788",
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    "d": [
      4,
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      1,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Recording policies and the decisions behind them is system work software captures automatically as decisions are made.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4132",
    "occupationId": null
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Moving figures from one place into a worksheet is copying and formatting, which is fully automatable.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3534",
    "occupationId": null
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  {
    "taskId": "uk-4132-T-01069",
    "score": 56,
    "band": "partial",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Member portals and automated answers already handle benefit queries, and the clerk gives scheme facts rather than the regulated advice an adviser would.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4132",
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    "keyingScheme": "text+occupation",
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      4
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    "keyingScheme": "text-only",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "scoredAt": "2026-08-05T10:30:00.000Z",
    "keyingScheme": "text+occupation",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
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    "modelId": "claude-opus-5",
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    "rationale": "Email replies drawn from company information are among the tasks software does most reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Following set organisational procedures for every customer is exactly the kind of consistency software delivers.",
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    "rationale": "Updating database records is straightforward data handling that software does at speed.",
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    "confidence": "high",
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    "rationale": "Collecting and checking hours for payroll is routine system work already handled by time and attendance software.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "rationale": "Word processing, layout and email handling are computer tasks that software already automates.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "modelId": "claude-opus-5",
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    "rationale": "Capturing a message and passing it on is simple, well-documented work software handles.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Filling in standard forms from existing records is routine work software completes accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Software can spot inefficiencies in process data, though confirming them usually means talking to the team.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
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  {
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    "rationale": "Writing coordination procedures between departments is standard process documentation AI drafts well.",
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    "modelId": "claude-opus-5",
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  {
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    "confidence": "medium",
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    "rationale": "Return and recycling processes follow published waste rules, so workable procedures can be drafted quickly.",
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  {
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    "rationale": "Designing supply chain measures and dashboards is data and reporting work that software builds quickly.",
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    "rationale": "Demand forecasting is a strong area for software, though planners still agree the assumptions together.",
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  {
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    "confidence": "medium",
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    "rationale": "Setting up supplier selection systems is design and documentation work software supports, with buyers deciding the criteria.",
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      3
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    "confidence": "medium",
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    "rationale": "Pulling together audit evidence can be automated, but stock audits also mean counting things on the shelves.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
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    "confidence": "medium",
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4133",
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  {
    "taskId": "uk-4134-T-01356",
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    "rationale": "Booking delivery or storage at the destination runs through documented systems and standard messages.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
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  {
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    "confidence": "high",
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    "rationale": "Booking and coordinating transport is routine arranging that software already does.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
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    "scoredUnderOccupationId": "uk-soc-1150",
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  {
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    "rationale": "Air freight bookings follow documented rules and rates, so most of the job is system and paperwork.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-4134",
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  {
    "taskId": "uk-4134-T-01394",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Comparing routes, costs and emissions and placing the booking is exactly what booking software does.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T14:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4134",
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  {
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    "rationale": "Route planning with cost, timing and cargo rules is a well-solved optimisation problem for software.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "confidence": "medium",
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    "rationale": "Booking shipments and issuing delivery instructions is routine admin that logistics systems already automate.",
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    "modelId": "claude-opus-5",
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    "rationale": "Packing specifications follow documented standards, though checking the goods sometimes needs a look in person.",
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    "keyingScheme": "text-only",
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    "rationale": "Recording weights, charges and space into a system is straightforward data capture that software does automatically.",
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    "scoredAt": "2026-08-05T10:30:00.000Z",
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    "rationale": "Managing bookings in a computer system is screen work that automates almost completely.",
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    "confidence": "high",
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    "rationale": "Booking a courier is a simple, fully documented online transaction.",
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    "modelId": "claude-opus-5",
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    "rationale": "Bookings and paperwork can be produced automatically, but arranging livestock, food and medical loads turns on carrier relationships and real-world disruption.",
    "promptVersion": "task_scoring_v1.0",
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    "confidence": "medium",
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    "rationale": "Status updates are easy to generate automatically, but unhappy clients often want a person to talk to.",
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    "modelId": "claude-opus-5",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Invoice processing is already largely automated through scanning and matching, with a person approving payment at the end.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Measuring service performance against targets is reporting work software already does.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4134",
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    "confidence": "medium",
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    "rationale": "AI helps with configuration and documentation, but rolling tracking systems out involves hardware and suppliers.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "taskId": "uk-4134-T-11766",
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    "confidence": "medium",
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    "rationale": "Watching legislation and events that affect freight is reading and summarising, which AI does very well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "confidence": "medium",
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    "rationale": "Freight risk assessments follow documented formats and data that AI can assemble into a solid draft.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-4134",
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    "taskId": "uk-4134-T-21271",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Timetabling and flow management inside IT systems is precisely the sort of work software automates.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4134",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Reviewing call and chat records against quality standards is analysis that tools do quickly and consistently.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:05:04.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7211",
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  {
    "taskId": "uk-4134-T-04773",
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    "confidence": "medium",
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    "rationale": "Chasing availability between suppliers and manufacturers is scheduling and messaging work that automates well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4134",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Health and safety guidance is public and checks can be evidenced automatically, but the duty sits with named people and some checking means looking at the site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00.000Z",
    "keyingScheme": "text+occupation",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Daily updates to managers are routine reporting that software can assemble from the systems.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
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  {
    "taskId": "uk-4134-T-13632",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "AI can prepare terms and compare offers, but contract negotiation still runs through people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Typing and updating customer details in a system is routine data entry that software already does reliably.",
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    "rationale": "Unlocking and locking the building requires someone with keys on the premises.",
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    "rationale": "Inter-library loans involve packing and posting items as well as processing the requests.",
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    "rationale": "Answering customer questions from known information is something software already does at speed and scale.",
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    "rationale": "Searching stored records on a computer is exactly the kind of retrieval software has always done best.",
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    "rationale": "Locking away laptops and projectors means physically putting them somewhere safe.",
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    "rationale": "Programme ideas and schedules can be drafted quickly, but running story time depends on a person in the room.",
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    "rationale": "Finding overdue loans in the records is a simple database query most library systems already run automatically.",
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    "rationale": "Mending a torn book with tape and paste is craft work done by hand.",
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    "rationale": "Producing everyday office documents from notes or dictation is something computers now do faster and more accurately than typing.",
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    "rationale": "Photocopying and hand-delivering post is physical fetching and carrying around a building.",
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    "rationale": "Calming a disruptive visitor happens face to face and depends entirely on the person handling it.",
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    "rationale": "Recording leaving dates and reasons is short, structured record-keeping.",
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    "rationale": "Arranging external training is coordination and booking work that systems handle well.",
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    "rationale": "Long-term working relationships with customers and suppliers are the whole point of this task.",
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    "rationale": "Software already sorts and files digital records well; the paper half still needs someone handling and shelving it.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
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  },
  {
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      62,
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      0,
      0,
      3
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    "unstable": false,
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4142",
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  },
  {
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      62,
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      0,
      0,
      3
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    "unstable": false,
    "rationale": "Stock control is standard software work, with an occasional physical check of the cupboard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      34,
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      0,
      0,
      4
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    "rationale": "Working out what to reorder and when is well-documented number work software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
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    "scoredUnderOccupationId": "uk-soc-7111",
    "occupationId": null
  },
  {
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      71,
      79
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      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Rostering is a scheduling problem software solves quickly using leave, hours and workload data.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
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  },
  {
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      23,
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      3
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    "confidence": "medium",
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    "rationale": "Quality checks can be automated, but supervising people at work means being with them.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
    "occupationId": null
  },
  {
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      23,
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      3
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    "rationale": "Task lists and checks can be automated, but day-to-day supervision means being with the team.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
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  },
  {
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      3
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2132",
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  },
  {
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      43,
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      3
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    "confidence": "medium",
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    "rationale": "Following rules is something a person is held to rather than a product a machine makes, even though systems can check whether rules were followed.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4142",
    "occupationId": null
  },
  {
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      57,
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      0,
      1,
      3
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    "confidence": "medium",
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    "rationale": "Finding and booking suitable external training is routine arranging that software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:36:21.102Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2440",
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  },
  {
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      71,
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      3
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    "rationale": "Testing whether service measures work is data analysis on figures already collected.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
    "occupationId": null
  },
  {
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      57,
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    "unstable": false,
    "rationale": "Briefings are written summaries of known developments, and software drafts those well even if a person delivers them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:25:34.214Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2439",
    "occupationId": null
  },
  {
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      71,
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Management reports are compiled from data the organisation already holds, which software does quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  },
  {
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      32,
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    "rationale": "Compliance material and online modules can be produced automatically, but holding a room of staff and answering their real questions is still a person's job.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4142",
    "occupationId": null
  },
  {
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      25,
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      1,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can track and schedule work across sites, but pulling separate departments into line still needs a person with authority.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1111",
    "occupationId": null
  },
  {
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      42,
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      3
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    "unstable": false,
    "rationale": "Plans and schedules can be produced automatically, though getting other teams to act needs a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
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  },
  {
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      71,
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      0,
      0,
      3
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    "rationale": "Building rotas from budgets and workload is a calculation software does quickly and consistently.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
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  {
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      71,
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      3
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    "confidence": "high",
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    "rationale": "Service standards and procedures follow published patterns and can be drafted from existing complaint data.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
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  },
  {
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      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Explaining policy to staff is documented information work AI handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
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      77,
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      3
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    "confidence": "high",
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    "rationale": "Keeping staff records accurate and up to date is straightforward system work that software handles reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4142",
    "occupationId": null
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping maintenance and repair records is routine data work systems do at least as well as a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4142",
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  {
    "taskId": "uk-4142-T-14259",
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      89,
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    "d": [
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Placing supply orders from a stock list is straightforward purchasing admin software completes end to end.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4142",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "A recommendation can be drafted from performance data, but judging a specific person, with employment law in play, needs a manager who knows them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00.000Z",
    "keyingScheme": "text+occupation",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Adverts and shortlisting can be drafted, but interviewing and choosing someone is a judgement made face to face.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4142",
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  {
    "taskId": "uk-4142-T-17976",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Turning team figures into a report for managers is drafting software does well; judgements about people stay human.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4142",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "New regulations are published in full, so summaries and change lists can be produced automatically, though applying them here needs judgement.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4142",
    "occupationId": null
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  {
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    "confidence": "low",
    "unstable": false,
    "rationale": "The wording is broad, but improving conditions usually mixes desk analysis with changes made in the workplace.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
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  {
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      3
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    "rationale": "Development advice can be drafted automatically, but honest career conversations depend on trust between two people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
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  {
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Working out balances, totals and commissions is arithmetic that spreadsheets and payroll systems already handle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4142",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Coordinating deliveries and dispatch is scheduling and messaging software handles, with someone checking the goods.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4142",
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  {
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    "score": 75,
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    "d": [
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Ordering supplies and equipment runs on catalogues and budgets, so it is largely automatic.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Automated service handles most complaints well, though an upset customer often wants a person to take it seriously.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
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  {
    "taskId": "uk-4142-T-12059",
    "score": 81,
    "band": "very high",
    "range": [
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping transaction records is routine system work that software handles automatically as sales are made.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4142",
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  {
    "taskId": "uk-4142-T-15048",
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    "band": "partial",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "A move is mostly planning and scheduling that software handles, with people needed on the day.",
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    "keyingScheme": "text+occupation",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "keyingScheme": "text-only",
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    "keyingScheme": "text-only",
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    "keyingScheme": "text-only",
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    "rationale": "Explaining policy to staff is documented information work AI handles well.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
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    "rationale": "Automated service handles most complaints well, though an upset customer often wants a person to take it seriously.",
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    "modelId": "claude-opus-5",
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    "rationale": "Keeping employee records accurate is routine system work, with the manager still accountable for what is held.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "scoredAt": "2026-08-05T10:30:00.000Z",
    "keyingScheme": "text+occupation",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
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    "rationale": "Sifting applications is fast, but interviewing and choosing who to employ stays with a manager.",
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    "keyingScheme": "text-only",
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    "rationale": "An escalated complaint usually reaches someone who can listen properly and be trusted to fix it.",
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    "keyingScheme": "text+occupation",
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    "unstable": false,
    "rationale": "Laws are published and policy updates can be drafted automatically, but fitting them to this company needs people who know how it works.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00.000Z",
    "keyingScheme": "text+occupation",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Rostering is a scheduling problem software solves quickly using leave, hours and workload data.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Quality checks can be automated, but supervising people at work means being with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Task lists and checks can be automated, but day-to-day supervision means being with the team.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Checking payroll reports for errors is structured number-checking that software does quickly and consistently.",
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    "rationale": "Email replies drawn from company information are among the tasks software does most reliably.",
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    "rationale": "Sorting out a guest's problem quickly usually means noticing it and dealing with it there at the table.",
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    "rationale": "Working out what to reorder and when is well-documented number work software does well.",
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    "rationale": "Selling extra products depends on reading the customer in the moment, which a phone call or visit from a person still does best.",
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    "rationale": "Service standards can be planned and tracked on paper, but overseeing them happens in the room.",
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    "rationale": "Updating customer records and tidying data is exactly what software does best, with no approval step attached.",
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9223",
    "occupationId": null
  },
  {
    "taskId": "uk-4151-T-21490",
    "score": 93,
    "band": "very high",
    "range": [
      89,
      97
    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cross-checking order details against records held elsewhere is exactly the kind of comparison work computers do quickly and reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:58:48.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4151",
    "occupationId": null
  },
  {
    "taskId": "uk-4151-T-21869",
    "score": 75,
    "band": "high",
    "range": [
      71,
      79
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Reports draft readily from sales data, with the reader's context added by a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3556",
    "occupationId": null
  },
  {
    "taskId": "uk-4151-T-00196",
    "score": 66,
    "band": "high",
    "range": [
      59,
      73
    ],
    "d": [
      3,
      0,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Keeping required documentation is easily automated, though following the law is something the person and the business are answerable for.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4151",
    "occupationId": null
  },
  {
    "taskId": "uk-4151-T-02080",
    "score": 30,
    "band": "low",
    "range": [
      23,
      37
    ],
    "d": [
      3,
      1,
      2,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Finance product details are easy to explain, but UK rules mean a trained person must handle motor finance conversations with buyers.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:58:48.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4151",
    "occupationId": null
  },
  {
    "taskId": "uk-4151-T-02394",
    "score": 75,
    "band": "high",
    "range": [
      71,
      79
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Order statistics come from data already in the system, so calculating and presenting them is largely a spreadsheet job.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:58:48.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4151",
    "occupationId": null
  },
  {
    "taskId": "uk-4151-T-03950",
    "score": 81,
    "band": "very high",
    "range": [
      77,
      85
    ],
    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Credit checks are automated lookups against a credit agency, returning a score with no manual work needed.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4151",
    "occupationId": null
  },
  {
    "taskId": "uk-4151-T-04855",
    "score": 35,
    "band": "low",
    "range": [
      28,
      42
    ],
    "d": [
      2,
      0,
      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Keeping production and shipping in step means chasing colleagues and suppliers, where much of the useful information is never written down.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:58:48.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4151",
    "occupationId": null
  },
  {
    "taskId": "uk-4151-T-08503",
    "score": 14,
    "band": "minimal",
    "range": [
      7,
      21
    ],
    "d": [
      2,
      3,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Reorder levels can be calculated, but looking over the merchandise means being there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3556",
    "occupationId": null
  },
  {
    "taskId": "uk-4151-T-08773",
    "score": 56,
    "band": "partial",
    "range": [
      49,
      63
    ],
    "d": [
      3,
      1,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Filing order copies is straightforward once records are digital, though some paper still has to be handled in the office.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:58:48.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4151",
    "occupationId": null
  },
  {
    "taskId": "uk-4151-T-09037",
    "score": 64,
    "band": "high",
    "range": [
      57,
      71
    ],
    "d": [
      3,
      0,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Spotting what an order is missing and sending it onward follows clear rules, but chasing the gap often means talking to someone.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:58:48.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4151",
    "occupationId": null
  },
  {
    "taskId": "uk-4151-T-14271",
    "score": 64,
    "band": "high",
    "range": [
      60,
      68
    ],
    "d": [
      3,
      0,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Reordering supplies runs on stock levels and usage patterns already recorded, though suppliers still get a call when something is short.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:58:48.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4151",
    "occupationId": null
  },
  {
    "taskId": "uk-4151-T-14385",
    "score": 56,
    "band": "partial",
    "range": [
      49,
      63
    ],
    "d": [
      3,
      1,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Keeping records tidy is largely a filing-system job, but paper documents still need someone in the office to handle them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:58:48.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4151",
    "occupationId": null
  },
  {
    "taskId": "uk-4151-T-15508",
    "score": 75,
    "band": "high",
    "range": [
      71,
      79
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Shipping paperwork follows set formats filled from order data, though unusual consignments and customs rules still need a person to check.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:58:48.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4151",
    "occupationId": null
  },
  {
    "taskId": "uk-4151-T-15663",
    "score": 75,
    "band": "high",
    "range": [
      71,
      79
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Stock records are built from figures already in the system, so keeping them up to date is mostly desk work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:58:48.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4151",
    "occupationId": null
  },
  {
    "taskId": "uk-4151-T-18625",
    "score": 75,
    "band": "high",
    "range": [
      71,
      79
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking an order has everything it needs is a rule-based comparison, although odd cases still get referred to a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:58:48.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4151",
    "occupationId": null
  },
  {
    "taskId": "uk-4151-T-18678",
    "score": 93,
    "band": "very high",
    "range": [
      89,
      97
    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Comparing till records against expected takings is arithmetic on structured data, which software does better than people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
    "occupationId": null
  },
  {
    "taskId": "uk-4151-T-19163",
    "score": 8,
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    "range": [
      1,
      15
    ],
    "d": [
      1,
      3,
      0,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Cash and cheques have to be physically taken to the bank, so only the paperwork around the deposit can be produced automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4151",
    "occupationId": null
  },
  {
    "taskId": "uk-4151-T-19172",
    "score": 64,
    "band": "high",
    "range": [
      57,
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    ],
    "d": [
      3,
      0,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Sending orders to the right department follows clear routing rules, though someone often has to nudge the department that receives them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:58:48.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4151",
    "occupationId": null
  },
  {
    "taskId": "uk-4151-T-19906",
    "score": 38,
    "band": "low",
    "range": [
      31,
      45
    ],
    "d": [
      2,
      1,
      0,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Choosing how to pack or label a product depends on handling it and knowing the materials, which is learnt on the job.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:58:48.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4151",
    "occupationId": null
  },
  {
    "taskId": "uk-4151-T-20625",
    "score": 64,
    "band": "high",
    "range": [
      57,
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    "d": [
      3,
      0,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Tracking a shipment means reading carrier systems, which is easy, but sorting out a lost load still means ringing the depot.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:58:48.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4151",
    "occupationId": null
  },
  {
    "taskId": "uk-4151-T-20920",
    "score": 93,
    "band": "very high",
    "range": [
      89,
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    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Producing detailed written reports from analysis is routine drafting software does quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:36:21.102Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2431",
    "occupationId": null
  },
  {
    "taskId": "uk-4151-T-20926",
    "score": 93,
    "band": "very high",
    "range": [
      89,
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    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Drafting routine business letters is the task current writing tools do best, needing only a quick read-through before sending.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:58:48.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4151",
    "occupationId": null
  },
  {
    "taskId": "uk-4152-T-08115",
    "score": 75,
    "band": "high",
    "range": [
      71,
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    "d": [
      4,
      1,
      0,
      0,
      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Keying or scanning data from source documents is the most automatable part of records work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4131",
    "occupationId": null
  },
  {
    "taskId": "uk-4152-T-00176",
    "score": 50,
    "band": "partial",
    "range": [
      43,
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    "d": [
      2,
      0,
      1,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Data protection rules are a duty a person is held to; software can check and evidence compliance but cannot carry the responsibility.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4152",
    "occupationId": null
  },
  {
    "taskId": "uk-4152-T-03712",
    "score": 93,
    "band": "very high",
    "range": [
      89,
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    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Gathering and sorting data into order is exactly what computers were built to do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4152",
    "occupationId": null
  },
  {
    "taskId": "uk-4152-T-21528",
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    "band": "very high",
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      89,
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    "d": [
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      0,
      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Checking entries against rules and fixing errors is routine automated validation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-4152-T-02948",
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    "band": "very high",
    "range": [
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    "d": [
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      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking collected data for quality problems is systematic, rule-based work these tools do accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:34:23.812Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3554",
    "occupationId": null
  },
  {
    "taskId": "uk-4152-T-07029",
    "score": 10,
    "band": "minimal",
    "range": [
      3,
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    "d": [
      1,
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      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Someone still has to feed the paper into the scanner, even though the uploading and filing is automatic.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4152",
    "occupationId": null
  },
  {
    "taskId": "uk-4152-T-17016",
    "score": 69,
    "band": "high",
    "range": [
      65,
      73
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    "d": [
      4,
      1,
      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Pulling figures out of cheques, reports and bills is document reading that software now does very accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4152",
    "occupationId": null
  },
  {
    "taskId": "uk-4152-T-21068",
    "score": 93,
    "band": "very high",
    "range": [
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    "d": [
      4,
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      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Updating records in an online database is routine data entry that software already does automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3120",
    "occupationId": null
  },
  {
    "taskId": "uk-4152-T-03677",
    "score": 93,
    "band": "very high",
    "range": [
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    "d": [
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      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Matching entered data against the original document is a straightforward comparison computers do faster and more consistently.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4152",
    "occupationId": null
  },
  {
    "taskId": "uk-4152-T-09473",
    "score": 93,
    "band": "very high",
    "range": [
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    "d": [
      4,
      0,
      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Finding and correcting data errors is checking work software does faster and more consistently than people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2433",
    "occupationId": null
  },
  {
    "taskId": "uk-4152-T-17240",
    "score": 93,
    "band": "very high",
    "range": [
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    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keying customer details into a database is routine work that software now fills in automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      4
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    "modelId": "claude-opus-5",
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      3
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    "modelId": "claude-opus-5",
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  {
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      89,
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      0,
      3
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    "modelId": "claude-opus-5",
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    "modelId": "claude-opus-5",
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      3
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-4152",
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    "modelId": "claude-opus-5",
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      3
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:34:23.812Z",
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    "scoredUnderOccupationId": "uk-soc-2133",
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    "rationale": "Storing and sharing data under set rules is system work, though someone in the organisation still owns the legal responsibility for it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00.000Z",
    "keyingScheme": "text+occupation",
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      2
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    "rationale": "Building working relationships across an organisation depends on people talking to each other, not on software.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3
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    "rationale": "Recording what was done each day is simple logging that software can capture automatically as work happens.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4152",
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  {
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      3
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    "rationale": "Turning data into tables, charts and graphs is standard, automatic output.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4152",
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    "rationale": "Data entry, scheduling and document handling are screen tasks that software already does quickly and accurately.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4159",
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  {
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    "confidence": "high",
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    "rationale": "Finding a slot and sending invitations is routine scheduling work software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4159",
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    "confidence": "high",
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    "rationale": "Compiling and updating records is structured screen work with no physical or licensing barrier.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4159",
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Entering data correctly from source documents is a routine screen task software does reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Turning notes into a properly formatted letter is something software does at least as well as a typist.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-4159",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Taking calls and routing them is transactional, and automated systems already do much of it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3
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    "confidence": "high",
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    "rationale": "Drafting an agenda from previous minutes and requests is straightforward writing software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "unstable": false,
    "rationale": "Keeping system records current is screen work with abundant documentation behind it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4159",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Photocopiers and scanners need someone to load and operate the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4159",
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    "rationale": "Updating records is routine, though paper files still need handling.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4159",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Capturing a message and passing it on is simple, well-documented work software handles.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-4159",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Transcription and typing from dictation are now done at least as accurately by software.",
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    "modelId": "claude-opus-5",
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    "rationale": "Minute-taking is largely automated already, though attending in person is sometimes expected.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Written messages are easy to draft, but choosing the right approach with colleagues relies on reading people.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-4159",
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    "unstable": false,
    "rationale": "Diary management is scheduling logic software handles, with occasional judgement about competing priorities.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-4159",
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    "unstable": false,
    "rationale": "Catching errors in text is one of the things software does most reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4159",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Drafting replies to routine enquiries is well-documented writing software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "unstable": false,
    "rationale": "Working relationships and difficult negotiations depend on trust built between real people over time.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4159",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Completing standard financial and contractual forms from existing data is highly routine screen work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4159",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Messages are easy to draft, but keeping several parties working together relies on personal contact.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4159",
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  {
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    "scoredUnderOccupationId": "uk-soc-4159",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4159",
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      4
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4159",
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  {
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    "rationale": "Detecting and correcting text errors is highly automated work with vast reference material behind it.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T02:12:27.853Z",
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    "rationale": "Marking corrections is routine, though traditional printers' marks are still often made on paper proofs.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4159",
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    "rationale": "Fixing known errors and inconsistencies in a document is straightforward, repeatable editing.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4159",
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    "rationale": "Finding punctuation and capitalisation mistakes is exactly what checking software was built for.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4159",
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  {
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4159",
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    "rationale": "Finding inconsistent spellings across a document is a mechanical comparison software does perfectly.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4159",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4159",
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    "rationale": "Suggestions are easy to draft, but authors take editorial changes better from someone they know.",
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    "scoredUnderOccupationId": "uk-soc-4159",
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    "confidence": "medium",
    "unstable": true,
    "rationale": "This is a two-person reading routine carried out together in the same room.",
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    "modelId": "claude-opus-5",
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    "rationale": "Applying a style checklist consistently across a document is mechanical work software never tires of.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4159",
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    "rationale": "Software imposes a house style well, though tone and sense still need an editor's eye.",
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    "modelId": "claude-opus-5",
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    "rationale": "Marking up a manuscript with structural codes is systematic work software handles well.",
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    "modelId": "claude-opus-5",
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    "rationale": "Queries are easy to list, but sorting them out relies on a working relationship with the author.",
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    "rationale": "Checking a submission against a required list is exactly the kind of comparison software does perfectly.",
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    "rationale": "Libel risk is a legal judgement the publisher's own people have to take responsibility for.",
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    "rationale": "Standard responses are easy to draft, but tenants and owners usually want to deal with a person.",
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    "unstable": false,
    "rationale": "Warranty terms are documented and easy to apply, though disputes often need a person to settle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "confidence": "high",
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    "rationale": "Answering and routing calls is something phone systems and automated assistants already do.",
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    "modelId": "claude-opus-5",
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    "rationale": "Routing calls to the right person is one of the oldest tasks phone systems automate.",
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    "rationale": "Greeting people as they arrive needs someone physically at the desk, so software cannot take it on.",
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    "modelId": "claude-opus-5",
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    "rationale": "Confidentiality is a duty a person carries rather than an output a machine produces, although systems do much of the day-to-day protecting.",
    "promptVersion": "task_scoring_v1.0",
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    "scoredAt": "2026-08-05T10:30:00.000Z",
    "keyingScheme": "text+occupation",
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    "rationale": "Confirming appointments is automatic messaging that most surgeries already run through software.",
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    "rationale": "Photocopiers and scanners need someone to load and operate the machine.",
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    "rationale": "Reordering consumables from a catalogue is routine automated purchasing, and anything needing a prescriber is signed by a clinician.",
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    "rationale": "Catching errors in text is one of the things software does most reliably.",
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    "rationale": "Automatic transcription and summarising already produce usable minutes from a recording of the meeting.",
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    "rationale": "Expanding medical abbreviations is well-documented language work AI does reliably, with someone checking before it enters the record.",
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    "rationale": "Identity checks are largely electronic now, but money laundering rules put a named officer inside the firm in the loop on client checks.",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4212",
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  },
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      43,
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      3
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4212",
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  },
  {
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      1,
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      3
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4212",
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  {
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      0,
      0,
      3
    ],
    "confidence": "high",
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    "rationale": "Getting envelopes into the post is physical work in the office.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4212",
    "occupationId": null
  },
  {
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      0,
      0,
      3
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T14:35:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3560",
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  },
  {
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      1,
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      4
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    "confidence": "high",
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4212",
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  {
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      65,
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      4
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4212",
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  },
  {
    "taskId": "uk-4212-T-05542",
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      2
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  },
  {
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      2
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4212",
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  },
  {
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      52,
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      3
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    "rationale": "Spotting a problem and passing it to the right colleague follows written rules, though judging what is serious enough still needs experience.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4212",
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  },
  {
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      0,
      1,
      3
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4159",
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      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Producing and sending bills from time records is standard finance software work, with the solicitor signing the bill itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4212",
    "occupationId": null
  },
  {
    "taskId": "uk-4212-T-16204",
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      3
    ],
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    "rationale": "Producing first drafts with digital tools is exactly what document software does well, with the solicitor reviewing before use.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4212",
    "occupationId": null
  },
  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Bundles and chronologies can be prepared automatically, but someone has to be at court, and only the solicitor or barrister can speak for the client.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4212",
    "occupationId": null
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  {
    "taskId": "uk-4212-T-18891",
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      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Searching files for the information the court needs is retrieval, which software does faster than a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3520",
    "occupationId": null
  },
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      1,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Greeting and checking in visitors means someone physically at the school door.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:51:27.741Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4213",
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  {
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      0,
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Registers are digital and largely automatic, though someone still sees who is actually present.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2313",
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  {
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      0,
      1,
      3
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    "rationale": "Capturing a message and passing it on is simple, well-documented work software handles.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4159",
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Working closely with students, parents and governors depends on ongoing personal relationships rather than paperwork.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4131",
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  {
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      3
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    "rationale": "The information is easy to look up, but the task is answering people who come to the desk.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7219",
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      3
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    "unstable": false,
    "rationale": "Recording what came in can be automated, but physically locking school money away needs someone on the premises.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4213",
    "occupationId": null
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Calls can be handled automatically, but greeting visitors who walk in cannot.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4215",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Photocopiers and scanners need someone to load and operate the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4159",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Updating records is routine, though paper files still need handling.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4159",
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  {
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    "d": [
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      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Meal payment systems are already software; running them is routine administration with some parent contact.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:51:27.741Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4213",
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Booking appointments is scheduling work that online systems already do from start to finish.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:13:44.082Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6131",
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    "unstable": false,
    "rationale": "Planning an event can be written up, but running it on the day means being there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:42:09.184Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3222",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Taking cash to the bank requires a person carrying it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:51:27.741Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4213",
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  {
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      3
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    "confidence": "high",
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    "rationale": "Sending out notes and reports to the right people is a routine distribution job.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4215",
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    "rationale": "Answering or passing on an enquiry follows patterns, though some judgement about who deals with it is needed.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4215",
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      1,
      3
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    "rationale": "Diary management is scheduling logic software handles, with occasional judgement about competing priorities.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4159",
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Copying needs someone standing at the machine with the paper.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
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      3
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    "unstable": false,
    "rationale": "Setting up meetings and producing notes is well handled by software, though attending them still means being present.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3520",
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Word processing, layout and email handling are computer tasks that software already automates.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4215",
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    "confidence": "medium",
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      3
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    "rationale": "Keeping databases, spreadsheets and records accurate is routine data work software handles well.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:36.798Z",
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Routing calls to the right person is already handled automatically in most phone systems.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4215",
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  {
    "taskId": "uk-4213-T-01400",
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      1,
      3
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    "confidence": "high",
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    "rationale": "Finding a slot everyone can make is a scheduling problem software already solves.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4215",
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  {
    "taskId": "uk-4213-T-07445",
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      0,
      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Drafting an agenda from previous minutes and requests is straightforward writing software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4159",
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  {
    "taskId": "uk-4213-T-12660",
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      0,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Post has to be physically sorted, carried and dispatched.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4159",
    "occupationId": null
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  {
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      75,
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      0,
      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Answering customer questions from known information is something software already does at speed and scale.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7219",
    "occupationId": null
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  {
    "taskId": "uk-4213-T-01043",
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      89,
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    "d": [
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      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Email replies drawn from company information are among the tasks software does most reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7219",
    "occupationId": null
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  {
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      89,
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    "d": [
      4,
      0,
      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Room and facility booking is already handled end to end by ordinary scheduling software.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3557",
    "occupationId": null
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  {
    "taskId": "uk-4213-T-05107",
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      89,
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      4,
      0,
      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Drafting and tidying documents is exactly what these tools now do best, with the school's own details supplied.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:51:27.741Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4213",
    "occupationId": null
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  {
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      42,
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "School payments are mostly made electronically and can be prepared automatically, but the money is released by an authorised signatory.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4213",
    "occupationId": null
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Data entry is highly repetitive screen work that is already widely automated.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4159",
    "occupationId": null
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  {
    "taskId": "uk-4213-T-12097",
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Reordering pens is easy to automate, but checking cupboards and looking after equipment means someone physically in the office.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:25.037Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4141",
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  {
    "taskId": "uk-4213-T-12528",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Electronic filing can be run automatically, though paper records still have to be handled by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
    "occupationId": null
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  {
    "taskId": "uk-4213-T-14204",
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    "d": [
      3,
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      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Ordering resources is routine purchasing software supports, though staff decide what is actually needed.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:51:27.741Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4213",
    "occupationId": null
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  {
    "taskId": "uk-4213-T-14325",
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    "d": [
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Software already sorts and files digital records well; the paper half still needs someone handling and shelving it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:25.037Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4141",
    "occupationId": null
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  {
    "taskId": "uk-4213-T-15047",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Planning is desk work, but running an event on the day needs someone there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4215",
    "occupationId": null
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  {
    "taskId": "uk-4213-T-16727",
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    "d": [
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      1,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Bringing refreshments to visitors means carrying them to people in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:08:06.879Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6211",
    "occupationId": null
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  {
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    "d": [
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      0,
      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Booking appointments against a diary is routine scheduling that software does reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4215",
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  {
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      89,
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      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Updating database records is straightforward data handling that software does at speed.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4215",
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  {
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software writes most database code, but how a business's data should be structured is a design decision.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3544",
    "occupationId": null
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Arranging a repair is phone and paperwork, though someone usually has to see the fault first.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4215",
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Pulling reports out of school finance systems is standard reporting that software does reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:51:27.741Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4213",
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Collecting and checking hours for payroll is routine system work already handled by time and attendance software.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4213",
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    "d": [
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Reordering stationery from catalogues is simple, well-documented purchasing work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-4213",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Booking travel and rooms is a well-documented online task software handles quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:51:27.741Z",
    "keyingScheme": "text-only",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Flyers and invitations can be drafted and designed quickly, though the event details come from the office.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:57.058Z",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Companies House filings use fixed public forms, so software can prepare and submit them straight from the company records.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4214",
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    "d": [
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Keeping the board, directors and shareholders talking well together depends on personal standing that software cannot supply.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1111",
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping share registers up to date is structured record keeping that company secretarial software already largely automates.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4214",
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  {
    "taskId": "uk-4214-T-19883",
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    "band": "high",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Filing accounts is done through software already, but the accounts must be properly approved and a competent officer has to stand behind the submission.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4214",
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  {
    "taskId": "uk-4214-T-01340",
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    "band": "very high",
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    "d": [
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    "confidence": "high",
    "unstable": false,
    "rationale": "Booking appointments is scheduling work that online systems already do from start to finish.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:13:44.082Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6131",
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  {
    "taskId": "uk-4214-T-09301",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The rules are written down, but steering a chairman in the moment depends on trust built with the board.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4214",
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  {
    "taskId": "uk-4214-T-14335",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Scheduling and drafting minutes from a recording is well within reach of AI, though someone usually sits in the room.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
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    "rationale": "Governance documents follow standard precedents, so a first draft comes out well; a lawyer or secretary checks it before use.",
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  {
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    "confidence": "high",
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    "rationale": "Drafting a letter, including a sensitive one, is a core strength of writing software, with a manager approving before it goes out.",
    "promptVersion": "task_scoring_v1.0",
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    "confidence": "high",
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    "rationale": "New legislation is public and policy drafts can be produced from it automatically, but fitting a policy to this organisation needs people who know it.",
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    "confidence": "medium",
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    "rationale": "Payroll runs on rules and is heavily automated already, though someone must own the checks before people are paid.",
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    "rationale": "Running searches and packaging the results is retrieval work software does well, and the solicitor reviews and approves before anything is used.",
    "promptVersion": "task_scoring_v1.0",
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    "confidence": "high",
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    "rationale": "Producing and sending invoices from records is standard finance software work, with a manager approving before payment.",
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    "modelId": "claude-opus-5",
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    "rationale": "Organising filing and record routines is desk work, though it depends on knowing how the office runs.",
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    "rationale": "General office administration is screen-based, documented work software supports strongly.",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Stock and ordering run on system data, so reordering can largely be automated, with some checking on site.",
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    "confidence": "medium",
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    "rationale": "Keeping farm records up to date is data entry, but the figures still come from what happens in the fields.",
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    "rationale": "Turning notes or dictation into typed documents is one of the things AI does fastest and most accurately.",
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    "rationale": "Raising requisitions and purchase orders from a catalogue is routine system work, with a budget holder approving the spend.",
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    "confidence": "medium",
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    "rationale": "Software can read the accounts, but tax advice is expected to come from someone properly qualified.",
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    "rationale": "Writing a report to a set format is drafting work AI does well once it has the underlying figures.",
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    "rationale": "Pulling farm data into a system and analysing it is exactly what reporting software is built for.",
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    "rationale": "Putting a policy into practice depends on people changing what they do, not on producing a document.",
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    "rationale": "Tax and finance law changes are published openly, so tracking them is straightforward reading and summarising.",
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    "rationale": "Booking in a repair is phone and paperwork, though it helps to have seen what is broken.",
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    "rationale": "Drafting procedures from published regulations is writing work AI handles, with someone accountable signing them off.",
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    "rationale": "Health and safety law is published openly, but putting changes into practice happens on the premises.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "confidence": "medium",
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    "rationale": "Ordering equipment is routine purchasing, though it needs knowing what the farm actually needs.",
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    "modelId": "claude-opus-5",
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    "rationale": "Booking appointments is scheduling work that online systems already do from start to finish.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:13:44.082Z",
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    "rationale": "Finding a slot everyone can make is a scheduling problem software already solves.",
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    "rationale": "Finding a slot and sending invitations is routine scheduling work software handles well.",
    "promptVersion": "task_scoring_v1.0",
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    "unstable": false,
    "rationale": "Note-taking tools can join a meeting, but supporting a manager in the room is a person's role.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Routing calls to the right person is already handled automatically in most phone systems.",
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    "rationale": "Building an itinerary from flights, trains and hotels is a search and booking job software does well.",
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    "rationale": "Sending out notes and reports to the right people is a routine distribution job.",
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    "rationale": "Email can be sorted and routed automatically, but opening and passing round physical post still needs someone in the office.",
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    "modelId": "claude-opus-5",
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    "rationale": "Planning is desk work, but running an event on the day needs someone there.",
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    "rationale": "Giving callers accurate information is answerable from records, which AI can search instantly.",
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    "rationale": "Answering common public questions is documented work already handled by automated services.",
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    "rationale": "Screening depends on knowing who matters to the manager, though the sorting itself can be automated.",
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      1,
      3
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    "rationale": "Capturing a message and passing it on is simple, well-documented work software handles.",
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      3
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      3
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    "rationale": "Office and information systems are documented and largely run themselves once set up properly.",
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    "rationale": "Electronic filing can be run automatically, though paper records still have to be handled by hand.",
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    "rationale": "Word processing, layout and email handling are computer tasks that software already automates.",
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    "rationale": "Sorting email is easy to automate, but replying as the manager needs care about tone and priorities.",
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    "rationale": "Updating database records is straightforward data handling that software does at speed.",
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      3
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    "rationale": "Attaching the right documents to correspondence is a routine filing step software can do.",
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      4
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    "rationale": "Checking spelling, grammar and formatting is the task computers have done best for longest.",
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    "confidence": "medium",
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    "rationale": "Turning meeting outcomes into slides is drafting work AI does well from good notes.",
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    "rationale": "Checking that documents follow agreed style and format rules is consistent rule-application software does well.",
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    "confidence": "high",
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    "rationale": "Timesheet data feeds a fixed calculation, with payroll still signed off by someone accountable.",
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      3
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    "rationale": "Post has to be physically sorted, carried and dispatched.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Photocopiers and scanners need someone to load and operate the machine.",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Flyers and invitations can be drafted and designed quickly, though the event details come from the office.",
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    "modelId": "claude-opus-5",
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    "confidence": "medium",
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    "rationale": "Producing business documents is drafting work AI handles well once it has the underlying detail.",
    "promptVersion": "task_scoring_v1.0",
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    "confidence": "high",
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    "rationale": "Physical post has to be picked up and carried to desks.",
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    "rationale": "Software writes most database code, but how a business's data should be structured is a design decision.",
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    "taskId": "uk-4215-T-03820",
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      89,
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      4,
      0,
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      3
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    "modelId": "claude-opus-5",
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      3
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    "rationale": "Registers are digital and largely automatic, though someone still sees who is actually present.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
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    "scoredUnderOccupationId": "uk-soc-2313",
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  {
    "taskId": "uk-4215-T-15514",
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      3
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    "rationale": "Briefings can be drafted quickly, but knowing what stakeholders need to hear takes inside knowledge.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4215",
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    "rationale": "Performance reports come readily from data the business already records.",
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    "scoredUnderOccupationId": "uk-soc-3556",
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      3
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    "rationale": "Writing up what was agreed and what happens next is drafting work AI does well from notes.",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4215",
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      3
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    "rationale": "Supervising clerical staff depends on the supervisor being around and known to the team.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1131",
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  {
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      2
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    "rationale": "Arranging a repair is phone and paperwork, though someone usually has to see the fault first.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4215",
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  {
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      3
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    "rationale": "Answering routine phone enquiries about opening times, menus and directions is well handled by automated systems.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9264",
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      4,
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      2
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    "rationale": "Meeting someone at the door is being there in person.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4216",
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    "rationale": "Greeting people as they walk in needs a person at the desk.",
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    "keyingScheme": "text-only",
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    "rationale": "The information is easy to look up, but the task is answering people who come to the desk.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Visitor check-in screens already ask why someone has come, and in an ordinary office nothing has to be passed to a qualified professional.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4216",
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    "rationale": "Call handling, messages and appointment booking are already done well by phone systems and software.",
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      4
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:13:44.082Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6131",
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    "rationale": "Directions can be looked up or shown on a screen, but visitors usually ask the person at the desk.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4216",
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    "confidence": "medium",
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    "rationale": "Sign-in systems already record the details, but someone at the desk still runs the process.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4216",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Answering customer questions from known information is something software already does at speed and scale.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
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      2
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    "confidence": "high",
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    "rationale": "Handing over a pass is a physical exchange at the desk.",
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    "modelId": "claude-opus-5",
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    "rationale": "Walking someone through the building means going with them.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4216",
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      3
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    "rationale": "Taking and managing reservations is booking-system work software already does.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4216",
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      3
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    "rationale": "Booking a table is a simple transaction software can complete end to end.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4216",
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    "rationale": "Facility information is easy to look up, though visitors often ask the person in front of them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4216",
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    "rationale": "Passing on a message by phone is something automated calling and messaging systems already do.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-8214",
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    "rationale": "Answering questions about policies and services suits a good chatbot or knowledge base.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      1
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    "confidence": "high",
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    "rationale": "Post and parcels have to be physically received and handled.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3
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    "confidence": "high",
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    "rationale": "Keeping records accurate is routine screen work software does reliably.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-4159",
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Booking tours and sightseeing is a well-documented online transaction.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
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      3
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    "rationale": "Post has to be physically sorted, carried and dispatched.",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Looking up who works where is a directory search.",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4216",
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    "taskId": "uk-4216-T-20788",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Sending documents is mostly electronic already, with only the postal part needing hands.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-4216",
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    "taskId": "uk-4216-T-02280",
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      3
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    "confidence": "high",
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    "rationale": "Booking rooms and equipment is calendar work software does automatically.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "confidence": "medium",
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    "rationale": "Automated service handles most complaints well, though an upset customer often wants a person to take it seriously.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
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    "taskId": "uk-4216-T-12421",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Diary management is scheduling logic software handles, with occasional judgement about competing priorities.",
    "promptVersion": "task_scoring_v1.0",
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  },
  {
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      0,
      3
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4216",
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  {
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      4
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    "rationale": "Shopping information is public and easy to look up, though visitors often ask at the desk.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4216",
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  {
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      4
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    "confidence": "medium",
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    "rationale": "Recommending places to eat and visit draws on abundant public information software searches well.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4216",
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  },
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    "unstable": false,
    "rationale": "Taking in and storing luggage or post is physical handling.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3
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    "unstable": false,
    "rationale": "Turning shorthand symbols into readable text is already a software function and needs no one in the room.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4217",
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  {
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      3
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    "confidence": "high",
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    "rationale": "Checking spelling in a transcript is exactly the kind of proofreading software already does reliably.",
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    "modelId": "claude-opus-5",
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    "occupationId": null
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      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Speech-to-text now handles dictation reliably, though someone is often needed in the room while the doctor dictates.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:42:09.184Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4211",
    "occupationId": null
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Court filing is now largely electronic, so the work is preparing and submitting a file rather than carrying paper, though some courts still want hard copies.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:30:00.000Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-4217",
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      3
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    "confidence": "medium",
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    "rationale": "Automatic transcription is excellent, but the recording still has to be made where the interview or meeting happens.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
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    "rationale": "Note-taking for a legal adviser means sitting in the courtroom catching what is said as it happens.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Asking a speaker to repeat something means interrupting a live hearing, which only a person in the room can do.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:20:00.000Z",
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      3
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    "rationale": "Comparing a transcript against the original line by line is a checking job machines do faster and more consistently.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4217",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Logging exhibits is straightforward register-keeping, though the items themselves are physical and handled in court.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3
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    "rationale": "The recording is automatic, but someone has to be there with the device where the sound happens.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3417",
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      4
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    "rationale": "Checking spelling, grammar and formatting is the task computers have done best for longest.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:54.124Z",
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      3
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    "rationale": "Keeping a record of work completed is routine tracking that software maintains automatically.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3
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    "rationale": "Turning notes into a properly formatted letter is something software does at least as well as a typist.",
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    "modelId": "claude-opus-5",
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    "rationale": "Transcription and typing from dictation are now done at least as accurately by software.",
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    "rationale": "Assembling pages in order is instant on screen but still manual when the documents are on paper.",
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    "rationale": "Setting fonts, sizes and spacing is standard word-processing that software applies consistently across a whole document.",
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    "rationale": "Checking totals and spotting entry errors is arithmetic and pattern matching, which software does faster and more consistently than people.",
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    "keyingScheme": "text+occupation",
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      3
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    "rationale": "Sorting, merging and updating documents electronically is exactly the kind of task computers were built for.",
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    "rationale": "Sending files to print is automatic, but collecting, checking and finishing the paper output is not.",
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    "modelId": "claude-opus-5",
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    "rationale": "Digital filing is automatic, but paper documents still have to be carried to the right cabinet.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
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      3
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    "confidence": "high",
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    "rationale": "Pulling material from several sources into one report is drafting work software does well, though the shaping needs a check.",
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    "modelId": "claude-opus-5",
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    "rationale": "Keying information into a system is the most directly automatable office task there is.",
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    "modelId": "claude-opus-5",
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    "modelId": "claude-opus-5",
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    "rationale": "Sending documents electronically to set destinations is routine and already automated in most offices.",
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    "modelId": "claude-opus-5",
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    "rationale": "Correcting scanned text is well-established software work, though paper still has to be fed through the scanner.",
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    "modelId": "claude-opus-5",
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    "rationale": "Electronic filing can be run automatically, though paper records still have to be handled by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
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      3
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    "rationale": "Tracking completed documents for accuracy is routine record-keeping software maintains on its own.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:20:00.000Z",
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      2
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    "confidence": "high",
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    "rationale": "Hitching implements to a tractor is done with spanners in the yard.",
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    "scoredUnderOccupationId": "uk-soc-5111",
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    "taskId": "uk-5111-T-08133",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Putting up fencing is physical work on the ground.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5319",
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  {
    "taskId": "uk-5111-T-09368",
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      4,
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Harvesting is physical work out in the field.",
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    "modelId": "claude-opus-5",
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  {
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Building and repairing stone walls is done by hand outdoors.",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Mixing and spraying is done out in the field with the machine, and only certificated operators may apply these products commercially.",
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    "scoredAt": "2026-08-05T09:52:40Z",
    "keyingScheme": "text+occupation",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Driving a tractor requires someone in the cab.",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Shearing and dipping is physical work with the animals.",
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    "modelId": "claude-opus-5",
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      2
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    "rationale": "Spraying and spreading fertiliser is done from machinery in the field.",
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    "modelId": "claude-opus-5",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Looking after livestock is daily hands-on work in the sheds and fields.",
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    "modelId": "claude-opus-5",
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    "rationale": "Loading seed and chemicals into machinery is manual work.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Laying and moving irrigation pipes is physical work in the field.",
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    "modelId": "claude-opus-5",
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  {
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    "d": [
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      2
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    "confidence": "high",
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    "rationale": "Clearing ditches and fixing pumps is manual work outdoors.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5111",
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  {
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      2
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    "unstable": false,
    "rationale": "Running a seed mill is physical work at the machine.",
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    "modelId": "claude-opus-5",
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  {
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      2
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    "confidence": "high",
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    "rationale": "Drilling a crop needs an operator on the machine.",
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Trimming hooves is done with tools in hand.",
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    "modelId": "claude-opus-5",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Driving a lorry requires a person in the vehicle.",
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    "modelId": "claude-opus-5",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Feeding plants into the planter is done by hand on the move.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Loading and unloading containers is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
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    "scoredUnderOccupationId": "uk-soc-9252",
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  {
    "taskId": "uk-5111-T-11900",
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      2
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    "confidence": "high",
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    "rationale": "Keeping irrigation working means fixing pipes and fittings in the field.",
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    "modelId": "claude-opus-5",
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      2
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    "rationale": "Measuring and mixing agricultural chemicals is done by hand at the store.",
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    "modelId": "claude-opus-5",
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      2
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    "confidence": "high",
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    "rationale": "Setting and adjusting machine controls is done with hands on the equipment.",
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    "d": [
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      1
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    "confidence": "high",
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    "rationale": "Shovelling material into containers or machines is entirely physical.",
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    "modelId": "claude-opus-5",
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    "taskId": "uk-5111-T-08825",
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      2
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    "confidence": "medium",
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    "rationale": "The options are documented, but clients act on advice from someone who knows their farm.",
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      3
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    "rationale": "Software can plan the approach, but treatment is applied on site by a certificated operator.",
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      3
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    "rationale": "Clients stay because of the relationship with the person looking after them.",
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      1
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    "rationale": "Hearing a machine running badly means being on the machine.",
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    "rationale": "Positioning boxes at the machine is manual work.",
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    "confidence": "high",
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    "rationale": "Sealing and moving full containers is physical work.",
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    "rationale": "Habitat plans can be drafted, but the works are carried out in the water and on the bank.",
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    "confidence": "high",
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    "rationale": "Driving the load to market needs a driver.",
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    "rationale": "Setting up control software is screen work, though the right settings depend on the site.",
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    "rationale": "Keeping buildings and equipment working means inspecting and repairing them on site.",
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    "confidence": "medium",
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    "rationale": "Keeping farm records up to date is data entry, but the figures still come from what happens in the fields.",
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    "rationale": "Judging a crop's quality comes from handling and looking at it in the field or store.",
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    "rationale": "Servicing tractors and combines is done with tools in hand.",
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    "confidence": "high",
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    "rationale": "Driving farm vehicles needs a person at the controls.",
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    "rationale": "Configuring control software is screen work, though local knowledge sets the targets.",
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    "rationale": "Loading and hauling crops is physical work.",
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    "rationale": "The rules are documented, but avoiding pollution depends on how the work is done in the field.",
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    "unstable": false,
    "rationale": "Checking stored grain means going into the store and taking readings.",
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      2
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    "rationale": "The daily jobs on a farm are physical work.",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Moving and disposing of waste is physical work, whatever the rules require.",
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  {
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      3
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Vaccinating livestock is hands-on work.",
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    "confidence": "high",
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    "rationale": "Checking and filling water troughs is physical work.",
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    "confidence": "high",
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    "rationale": "Carrying and putting out feed and water is physical work in the yard.",
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    "modelId": "claude-opus-5",
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    "rationale": "Hand milking is manual work with the animal.",
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  {
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      1,
      2
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      3
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    "rationale": "Timing can be planned from records, but the breeding work happens with the animals.",
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    "taskId": "uk-5111-T-04626",
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    "rationale": "Describing a problem and calling the vet is communication, but the vet makes the decision.",
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      2
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    "modelId": "claude-opus-5",
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    "rationale": "Lambing and calving means being with the animals and helping when needed.",
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      2
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    "rationale": "Checking stock means walking through them and looking closely.",
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      3
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    "rationale": "Tagging or branding means catching and holding the animal, though recording the number afterwards is simple digital work.",
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      3
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    "rationale": "Weighing and inspecting animals happens in the pen, though the figures are easy to record.",
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      2
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    "confidence": "high",
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    "rationale": "Moving stock between fields is done on foot or by vehicle.",
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    "rationale": "Restraint is physical handling.",
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    "rationale": "Inseminating cattle is a physical procedure done with the animal, and only a trained, approved operator may carry it out.",
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    "confidence": "high",
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    "rationale": "Cleaning pens with hoses and brushes is physical work.",
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    "rationale": "Spotting heat depends on watching animals closely in person, and much of the skill is unwritten.",
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    "rationale": "Judging grass means walking the fields, though writing the report afterwards is easy.",
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    "rationale": "Sorting animals by size and condition is physical handling.",
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    "rationale": "The policy is easy to write, but keeping it going depends on what people actually do on the farm.",
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    "rationale": "Keeping growth and produce records is data work software handles well.",
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    "rationale": "Patrolling grazing land on horseback or a quad requires being out there.",
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    "rationale": "Biosecurity plans can be drafted from guidance, but implementing and policing them happens across the site.",
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      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Felling a tree is heavy physical work with a saw.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5119",
    "occupationId": null
  },
  {
    "taskId": "uk-5119-T-00583",
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      2
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    "unstable": false,
    "rationale": "General tree advice is well documented, but judging one specific tree's health and risk means standing under it and looking properly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5119",
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  },
  {
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      21
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    "d": [
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      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Judging storm damage means getting to the tree and looking at it from several angles.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5119",
    "occupationId": null
  },
  {
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      4
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      0,
      1
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    "unstable": false,
    "rationale": "Climbing a tree to cut branches is physical work no software can do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5119",
    "occupationId": null
  },
  {
    "taskId": "uk-5119-T-04365",
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      3
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    "unstable": false,
    "rationale": "The survey report is easy to write up, but the risk judgement comes from standing under the tree and examining it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5119",
    "occupationId": null
  },
  {
    "taskId": "uk-5119-T-07923",
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      2,
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      1,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Keeping a tree job safe and to standard means watching it happen on site as conditions change.",
    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5119",
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  {
    "taskId": "uk-5119-T-09504",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Pests and diseases are well documented and often identifiable from photographs, though treatment and site checks still need someone there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "uk-5119-T-10301",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Writing the inspection up is straightforward, but the defects and site factors have to be seen at the tree.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      3
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    "confidence": "medium",
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    "rationale": "Tree diseases are well documented, but diagnosing one usually means being at the tree and examining it closely.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:00:00.000Z",
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    "scoredUnderOccupationId": null,
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  },
  {
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Planting is physical work, and checking how the trees are doing means visiting them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5119",
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  },
  {
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      0,
      3
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    "unstable": false,
    "rationale": "Planting trees and shrubs is digging and handling done on the ground.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5119",
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  },
  {
    "taskId": "uk-5119-T-16874",
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      2,
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cutting branches back from live cables is physical work up the tree, and only certificated people are allowed near the lines.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:40Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5119",
    "occupationId": null
  },
  {
    "taskId": "uk-5119-T-20874",
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      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cutting tops and branches with a chainsaw is physical work at height.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5119",
    "occupationId": null
  },
  {
    "taskId": "uk-5119-T-20884",
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      4,
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      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Shaping a tree by cutting it is hands-on work with saws.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-5119-T-00564",
    "score": 56,
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Matching species to soil, space and climate is well-documented advice that software can draft from site details.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5119",
    "occupationId": null
  },
  {
    "taskId": "uk-5119-T-02285",
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    "d": [
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Bracing a tree involves fitting cables and supports by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5119",
    "occupationId": null
  },
  {
    "taskId": "uk-5119-T-03448",
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    "d": [
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      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Raking and piling cuttings is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5113",
    "occupationId": null
  },
  {
    "taskId": "uk-5119-T-06308",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The maintenance plan itself is easy to draft, but carrying it out means crews on the ground doing the work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5119",
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  {
    "taskId": "uk-5119-T-08769",
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    "d": [
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Applying fertiliser around trees is physical work on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5119",
    "occupationId": null
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  {
    "taskId": "uk-5119-T-09638",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Describing tree hazards is well documented, but spotting them means walking the site and looking closely.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5119",
    "occupationId": null
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  {
    "taskId": "uk-5119-T-12714",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Contract paperwork, schedules and payment tracking are office tasks software handles well, with occasional site visits.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5119",
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  {
    "taskId": "uk-5119-T-19670",
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Spraying trees means operating equipment at the tree itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5119",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cutting back overgrown shrubs and trees is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5113",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning saws and equipment is hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5119",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Loading and carting away debris is purely physical work that has to be done on the ground.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:40Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5119",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Running and servicing forestry machinery is physical work with the machines.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5119",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Feeding brush into a shredder is manual work at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Thinning stands with a power saw is physical work in the wood.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5119",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Using a chainsaw and chipper is hands-on ground work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Checking bee health means opening hives and handling frames.",
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    "modelId": "claude-opus-5",
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      3
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    "unstable": false,
    "rationale": "Treating hives means applying products inside the hive by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Giving bees preventative treatments is done at the hive.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5119",
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    "unstable": false,
    "rationale": "Repairing hives is woodwork done by hand.",
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    "modelId": "claude-opus-5",
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      2
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    "unstable": false,
    "rationale": "Splitting a colony to start a new one is careful hands-on beekeeping.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Mending nets and gear is hand work aboard the vessel.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5119",
    "occupationId": null
  },
  {
    "taskId": "uk-5119-T-14005",
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      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Shooting and hauling nets is heavy physical work at sea.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5119",
    "occupationId": null
  },
  {
    "taskId": "uk-5119-T-17361",
    "score": 52,
    "band": "partial",
    "range": [
      45,
      59
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    "d": [
      4,
      1,
      2,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Filling in the catch record is form-filling software does well, though the skipper is legally answerable for what it says.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5119",
    "occupationId": null
  },
  {
    "taskId": "uk-5119-T-17642",
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      0,
      4
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      0,
      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Taking fish from the gear and measuring them is done by hand aboard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5119",
    "occupationId": null
  },
  {
    "taskId": "uk-5119-T-20254",
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    "band": "minimal",
    "range": [
      12,
      26
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    "d": [
      3,
      3,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Stock data analysis is straightforward, but the sampling that produces it happens on the water.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5119",
    "occupationId": null
  },
  {
    "taskId": "uk-5119-T-21232",
    "score": 19,
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    "range": [
      12,
      26
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    "d": [
      3,
      3,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Sonar readings can increasingly be interpreted automatically, but the equipment only works with the vessel over the fish.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5119",
    "occupationId": null
  },
  {
    "taskId": "uk-5119-T-01954",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Pre-departure checks mean walking the vessel and testing gear by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5119",
    "occupationId": null
  },
  {
    "taskId": "uk-5119-T-04275",
    "score": 9,
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      2,
      16
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    "d": [
      1,
      3,
      1,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can write the drill script, but a drill only counts when the crew physically practise it aboard the vessel.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:40Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5119",
    "occupationId": null
  },
  {
    "taskId": "uk-5119-T-08020",
    "score": 38,
    "band": "low",
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      31,
      45
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    "d": [
      3,
      2,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Working out what stores a passage needs is simple calculation, but loading them aboard is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5119",
    "occupationId": null
  },
  {
    "taskId": "uk-5119-T-11782",
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    "band": "minimal",
    "range": [
      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping decks safe and clean is physical work aboard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5119",
    "occupationId": null
  },
  {
    "taskId": "uk-5119-T-11946",
    "score": 8,
    "band": "minimal",
    "range": [
      4,
      12
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    "d": [
      1,
      3,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Fixing gear on board is hands-on work with tools in the place where the equipment sits.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:40Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5119",
    "occupationId": null
  },
  {
    "taskId": "uk-5119-T-14742",
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    "range": [
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      4
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    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Running a trap line to clear and reset traps means travelling to each one.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5119",
    "occupationId": null
  },
  {
    "taskId": "uk-5119-T-17618",
    "score": 13,
    "band": "minimal",
    "range": [
      6,
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    "d": [
      2,
      3,
      1,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The rules on what must go back are clear, but returning fish to the water is done by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5119",
    "occupationId": null
  },
  {
    "taskId": "uk-5119-T-19587",
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      4
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    "d": [
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      4,
      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Sorting a catch by species and size is manual work on deck.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5119",
    "occupationId": null
  },
  {
    "taskId": "uk-5119-T-19805",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Packing catch into chilled storage is physical handling.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5119",
    "occupationId": null
  },
  {
    "taskId": "uk-5119-T-21022",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Unloading a catch from the boat is heavy manual work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5119",
    "occupationId": null
  },
  {
    "taskId": "uk-5119-T-02449",
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      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Position fixing is arithmetic that navigation software already does, though the sights and instruments are taken aboard the vessel.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5119",
    "occupationId": null
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  {
    "taskId": "uk-5119-T-04443",
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      4
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Attaching floats and lights to gear is hand work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5119",
    "occupationId": null
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  {
    "taskId": "uk-5119-T-11498",
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      4
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    "d": [
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      4,
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Loading stores with hoisting gear is physical work on the quay and deck.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5119",
    "occupationId": null
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  {
    "taskId": "uk-5119-T-13324",
    "score": 66,
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      62,
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    "d": [
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      0,
      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Weather, tide and regulation feeds are digital and abundant, so monitoring them is exactly what software does best.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5119",
    "occupationId": null
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  {
    "taskId": "uk-5119-T-14599",
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    "d": [
      3,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Procurement paperwork and order tracking are routine admin that software prepares and monitors well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2455",
    "occupationId": null
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    "taskId": "uk-5119-T-17621",
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    "d": [
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      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Taking live quarry out of nets and into cages is careful hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5119",
    "occupationId": null
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  {
    "taskId": "uk-5119-T-19756",
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      4
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    "d": [
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Steering a ship means hands on the helm.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3311",
    "occupationId": null
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  {
    "taskId": "uk-5119-T-02104",
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting slings, nets and hooks is hands-on rigging work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9252",
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    "taskId": "uk-5119-T-09192",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Grading by eye and hand happens at the sorting table.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5119",
    "occupationId": null
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  {
    "taskId": "uk-5119-T-14163",
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      1,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Radio calls happen while driving round the site, so they belong to the person on the truck.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8222",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Servicing engines and systems is hands-on work in the engine space.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "uk-5119-T-19117",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Trap and bait choice follows well-documented species behaviour and legal approvals, so a sound recommendation can be produced.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5119",
    "occupationId": null
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  {
    "taskId": "uk-5119-T-07549",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Driving the load to the customer means a licensed driver behind the wheel, which no software can take over.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:40Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5119",
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  {
    "taskId": "uk-5119-T-03161",
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning equipment and work areas is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8159",
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  {
    "taskId": "uk-5119-T-05365",
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      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cultivating marine species on a farm is hands-on work in the water.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5319",
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  {
    "taskId": "uk-5119-T-19540",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Skinning quarry with a knife is hand work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5119",
    "occupationId": null
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  {
    "taskId": "uk-5119-T-09271",
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      2,
      2
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    "unstable": false,
    "rationale": "Guiding people who do not know the quarry means being out with them, reading the ground and the group.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5119",
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  {
    "taskId": "uk-5119-T-13724",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Producing notices and letters warning people about traps or poison is standard written work software drafts quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5119",
    "occupationId": null
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  {
    "taskId": "uk-5119-T-13822",
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    "d": [
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      4,
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      2
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    "confidence": "high",
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    "rationale": "Fastening metal parts with tools is hands-on work that software cannot carry out.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8142",
    "occupationId": null
  },
  {
    "taskId": "uk-5211-T-18507",
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      3
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8139",
    "occupationId": null
  },
  {
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      4,
      0,
      0,
      2
    ],
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    "unstable": false,
    "rationale": "Setting up and adjusting fabrication equipment is hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:24:42.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5317",
    "occupationId": null
  },
  {
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      4
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      4,
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Tack welding parts together is hands-on work with a torch.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  },
  {
    "taskId": "uk-5211-T-21621",
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      2
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    "rationale": "Welding units together needs the welder at the bench or jig.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5211",
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  },
  {
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      4
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      4,
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking parts and finished assemblies means handling them and measuring them by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2482",
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  {
    "taskId": "uk-5211-T-04517",
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      4
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Building jigs and platforms to hold patterns is physical construction.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "occupationId": null
  },
  {
    "taskId": "uk-5211-T-06003",
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      36,
      50
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      0,
      0,
      3
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    "rationale": "Software can produce a first template or fixture design, though a fabricator still adjusts it for the workshop.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5211",
    "occupationId": null
  },
  {
    "taskId": "uk-5211-T-09308",
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      4
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Hammering metal straight is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:51:27.741Z",
    "keyingScheme": "text-only",
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    "occupationId": null
  },
  {
    "taskId": "uk-5211-T-10234",
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      0,
      4
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Measuring finished products with precision instruments requires handling them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
    "occupationId": null
  },
  {
    "taskId": "uk-5211-T-11243",
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      55,
      69
    ],
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      1,
      0,
      0,
      4
    ],
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    "unstable": false,
    "rationale": "Nesting and laying out patterns is already a standard computer job with well-documented rules.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5211",
    "occupationId": null
  },
  {
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      7,
      21
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      3,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The bend allowances can be calculated, but the lines still get marked on the actual metal.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5211",
    "occupationId": null
  },
  {
    "taskId": "uk-5211-T-14092",
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      4
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    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Operating presses and forging machines means being at the machine feeding metal through.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8142",
    "occupationId": null
  },
  {
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      4
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      4,
      0,
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      1
    ],
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    "rationale": "Positioning and aligning parts is fine handwork during assembly.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8149",
    "occupationId": null
  },
  {
    "taskId": "uk-5211-T-17678",
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      4
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    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Filing and grinding high spots off metal is done by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5211",
    "occupationId": null
  },
  {
    "taskId": "uk-5211-T-19345",
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      4
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    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Setting up and drilling on a press needs an operator at the machine.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-5211-T-19358",
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      4
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    "d": [
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      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Operating shears is machine work done by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:51:27.741Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5213",
    "occupationId": null
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  {
    "taskId": "uk-5211-T-19817",
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      4
    ],
    "d": [
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Straightening bent parts with hammers, heat or a press is heavy physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5211",
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  },
  {
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      4
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Repairing equipment is physical work on the item itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5223",
    "occupationId": null
  },
  {
    "taskId": "uk-5211-T-03827",
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      52,
      60
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Turning shop-floor facts into production paperwork at each stage is written work software already drafts to a usable standard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:58:27Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5211",
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  {
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      0,
      1
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    "unstable": false,
    "rationale": "Building templates and fixtures with hand tools is physical making.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5211",
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  {
    "taskId": "uk-5211-T-07154",
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      14
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      1,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Telling welders where to build up metal depends on seeing the actual part in the workshop.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:04:07.203Z",
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    "occupationId": null
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  {
    "taskId": "uk-5211-T-08751",
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    "d": [
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fixing roof panel edges by nailing or welding is done on the roof.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
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  {
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      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Heat-treating parts with a torch is hands-on work at the bench.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Installing metal structures happens on site with tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5211",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Lifting and aligning heavy components is physical work with hoists.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:31:26.786Z",
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    "scoredUnderOccupationId": "uk-soc-2129",
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  {
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    "rationale": "Keeping equipment safe and working means physically checking and fixing it.",
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  {
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      3
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    "unstable": false,
    "rationale": "Software can draft the welding plan from the standards, but cleaning, clamping and setting up the plate is hands-on.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:58:27Z",
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  {
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      1
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    "confidence": "high",
    "unstable": true,
    "rationale": "Preheating a workpiece with a furnace or torch is a hands-on shop-floor step.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:51:27.741Z",
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  {
    "taskId": "uk-5211-T-18414",
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      4,
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      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Making the site and equipment safe at the end of a job is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Grinding parts to size requires an operator at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8139",
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  {
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      1
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    "rationale": "Smoothing sharp edges off a workpiece is manual work.",
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    "modelId": "claude-opus-5",
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  {
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      2,
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      2,
      3
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    "unstable": false,
    "rationale": "Training material writes itself fairly well, but showing an apprentice how to work metal has to be done in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      2,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Lining up heavy metal parts alongside workmates is muscle and timing in the same room, which software cannot supply.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:58:27Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5211",
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  {
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5211",
    "occupationId": null
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  {
    "taskId": "uk-5211-T-09234",
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      4
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      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Grinding parts to remove defects has to be done by hand with power tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8142",
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  {
    "taskId": "uk-5211-T-11132",
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      4
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      4,
      0,
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Bolting, welding or gluing parts together is physical assembly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5449",
    "occupationId": null
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  {
    "taskId": "uk-5211-T-19043",
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Choosing gauge and material against a specification is a documented lookup that software handles reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5211",
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  {
    "taskId": "uk-5211-T-11507",
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      4
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      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Marking reference lines onto parts is done with instruments on the part itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5449",
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  {
    "taskId": "uk-5211-T-15124",
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    "band": "partial",
    "range": [
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Turning drawings into an assembly sequence is planning work software can draft, though workshop realities still shape it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5442",
    "occupationId": null
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  {
    "taskId": "uk-5211-T-18935",
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      4
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    "d": [
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      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Interlocking and fastening roof panels is physical work on the roof.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5211",
    "occupationId": null
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  {
    "taskId": "uk-5212-T-00115",
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      4
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    "d": [
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Topping moulds up with molten metal is done by hand at the furnace.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5212",
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  {
    "taskId": "uk-5212-T-11494",
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      4
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    "d": [
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      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Charging a furnace with weighed metal means lifting and loading it in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5212",
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  {
    "taskId": "uk-5212-T-15387",
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      4
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    "d": [
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Pouring molten metal is physical work at the furnace.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T14:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9139",
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  {
    "taskId": "uk-5212-T-01456",
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      4
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    "d": [
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      4,
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting cores into casting frames is hands-on work with tools at the moulding bench.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5212",
    "occupationId": null
  },
  {
    "taskId": "uk-5212-T-14147",
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      4
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    "d": [
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      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Running a melting furnace means being on the foundry floor operating it, not sitting at a screen.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5212",
    "occupationId": null
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  {
    "taskId": "uk-5212-T-03473",
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      4
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    "d": [
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      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Taking a physical sample of hot metal needs someone standing at the furnace with a ladle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5212",
    "occupationId": null
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  {
    "taskId": "uk-5212-T-13104",
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      6,
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Sensors can watch some readings, but judging metal colour and flow means standing at the furnace.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8119",
    "occupationId": null
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  {
    "taskId": "uk-5212-T-17693",
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      4
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    "d": [
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      4,
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Lifting ingots and cores out of moulds with hoists and hand tools is entirely physical.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5212",
    "occupationId": null
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  {
    "taskId": "uk-5212-T-19539",
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    "d": [
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Skimming impurities off molten metal is done by hand with a rake or ladle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5212",
    "occupationId": null
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  {
    "taskId": "uk-5212-T-08504",
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    "d": [
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      3,
      0,
      0,
      2
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    "unstable": false,
    "rationale": "Judging whether a mould is clean and properly coated means looking at and touching the actual mould.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5212",
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  {
    "taskId": "uk-5212-T-15338",
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      4
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    "d": [
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      4,
      0,
      0,
      1
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    "unstable": false,
    "rationale": "Moving ladles, grinding wheels and crucibles into position is heavy physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5212",
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  {
    "taskId": "uk-5212-T-17720",
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    "d": [
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Clearing set steel from a pouring nozzle needs bars or a burner in someone’s hands.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:54:37.562Z",
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  {
    "taskId": "uk-5212-T-19672",
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    "d": [
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      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Spraying water over filled moulds happens at the mould with a hose.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      1
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    "unstable": false,
    "rationale": "Repairing metal forms and equipment is done with hammers and hand tools on the shop floor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5212",
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  {
    "taskId": "uk-5212-T-19528",
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    "d": [
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      3,
      0,
      1,
      1
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Signalling the right moment to take a sample depends on watching the melt in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5212",
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  {
    "taskId": "uk-5212-T-16891",
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      0,
      1
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    "unstable": false,
    "rationale": "Pulling a lever to lift a ladle stopper is a physical action at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      1,
      1
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    "confidence": "high",
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    "rationale": "Signalling workers to position equipment is done on site in view of them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8221",
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  {
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      1
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    "unstable": false,
    "rationale": "Turning a valve is a physical act at the machine.",
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    "scoredUnderOccupationId": "uk-soc-5223",
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  {
    "taskId": "uk-5212-T-19757",
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      2
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    "unstable": false,
    "rationale": "Stencilling markings onto equipment is done by hand on the item itself.",
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    "modelId": "claude-opus-5",
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    "taskId": "uk-5212-T-02935",
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Checking a horse’s legs and hooves means handling the animal and feeling for problems.",
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    "modelId": "claude-opus-5",
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  {
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Forging a horseshoe means hot metal, hammer and anvil.",
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    "modelId": "claude-opus-5",
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  {
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      1
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    "rationale": "Making and adjusting shoes for a particular horse is forge work done by hand.",
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      1
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    "rationale": "Trimming a hoof needs the farrier holding the foot and using a knife and rasp.",
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  {
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    "rationale": "Fitting shoes to a live horse is entirely hands-on work.",
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    "rationale": "Trimming hooves is done with tools in hand.",
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    "scoredAt": "2026-08-04T18:25:34.214Z",
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  {
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      2
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    "rationale": "Assessing how a horse moves means watching the animal in front of you, though video helps a little.",
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    "rationale": "Nailing cleats onto a shoe is a manual forge task.",
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  {
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      1,
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      3,
      2
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    "confidence": "high",
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      2
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      3
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    "confidence": "high",
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    "rationale": "Choosing, using and looking after tools is physical craft work at the forge and bench.",
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    "modelId": "claude-opus-5",
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      3
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    "rationale": "Company policy can be written out, but spotting and clearing a hazard happens in the workshop.",
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      3
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    "confidence": "high",
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    "rationale": "Keeping yourself and others safe at work is about what you do physically on the day.",
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    "modelId": "claude-opus-5",
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    "rationale": "Knowing what vets test for and when to refer is documented knowledge, though applying it to the animal present is experience.",
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      3
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      3
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    "rationale": "Clipping claws needs steady hands on the animal.",
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      1
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    "rationale": "Cutting sprue holes into a mould is done by hand at the moulding bench.",
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    "rationale": "Making a mould from heat-resistant material is physical shaping work.",
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    "rationale": "Taking moulded patterns out is physical handling.",
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      1
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    "rationale": "Clamping a mould around a repair is physical work.",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Making wax patterns for investment casting is hands-on craft work.",
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    "modelId": "claude-opus-5",
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    "rationale": "Design software can produce a workable first pattern or corebox from a work order, but a maker still refines it.",
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    "rationale": "Forming slab cores round a pattern with glue and hand tools is manual work.",
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    "rationale": "Lifting the top half of a mould off the bottom is a physical lift.",
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    "rationale": "Mixing sand, clay and mortar is physical work.",
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    "rationale": "Bolting, riveting and welding pattern sections together is physical assembly.",
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    "rationale": "Cleaning and finishing patterns with files and grinders is manual work.",
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    "rationale": "Reading a drawing to work out sizes, tools and the order of work is analysis software does well.",
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    "confidence": "high",
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    "rationale": "Injecting resin into sand to form shell moulds is done at the machine.",
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    "rationale": "Marking out onto the material is physical bench work.",
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    "rationale": "Setting reinforcing wire inside a mould is done by hand.",
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    "rationale": "Reading drawings to work out layout and order of operations is interpretation software is increasingly capable of.",
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    "rationale": "Reworking a physical pattern or template means cutting and filling the item itself.",
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      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Material properties are well documented, so a sensible shortlist can be drafted, but the casting decides the final choice.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5212",
    "occupationId": null
  },
  {
    "taskId": "uk-5212-T-19549",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Smoothing the inside of a mould is done by hand with brushes and grinders.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5212",
    "occupationId": null
  },
  {
    "taskId": "uk-5212-T-21497",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking a pattern with callipers and straightedges means measuring the part itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5449",
    "occupationId": null
  },
  {
    "taskId": "uk-5212-T-04517",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Building jigs and platforms to hold patterns is physical construction.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-5212-T-07478",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Scribing a pattern onto material is marking out done by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5449",
    "occupationId": null
  },
  {
    "taskId": "uk-5212-T-11213",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Marking numbers onto a pattern is done physically on the item.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5212",
    "occupationId": null
  },
  {
    "taskId": "uk-5212-T-14076",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Baking cores means loading and running an oven in the foundry.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5212",
    "occupationId": null
  },
  {
    "taskId": "uk-5212-T-18766",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Sweeping a board around a spindle to form a mould is manual shaping.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5212",
    "occupationId": null
  },
  {
    "taskId": "uk-5212-T-19683",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Spraying parting agent onto patterns is done by hand at the mould.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5212",
    "occupationId": null
  },
  {
    "taskId": "uk-5212-T-02275",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Bonding silica gel with ceramic powders to make castings is hands-on process work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5212",
    "occupationId": null
  },
  {
    "taskId": "uk-5212-T-09113",
    "score": 58,
    "band": "partial",
    "range": [
      51,
      65
    ],
    "d": [
      2,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Modelling work happens entirely at a screen, though precise mould geometry still needs an experienced hand to correct it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5212",
    "occupationId": null
  },
  {
    "taskId": "uk-5212-T-14120",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Operating a crane means being at the controls.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:24:42.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5317",
    "occupationId": null
  },
  {
    "taskId": "uk-5212-T-19354",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Setting up and running milling or grinding machines needs someone standing at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:15:27.973Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-5212-T-05740",
    "score": 7,
    "band": "minimal",
    "range": [
      0,
      14
    ],
    "d": [
      1,
      3,
      0,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Ideas for bespoke ironwork can be sketched digitally, but the piece itself is forged by hand at the anvil.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5212",
    "occupationId": null
  },
  {
    "taskId": "uk-5212-T-19467",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Hammering and forming metal is physical craft.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3422",
    "occupationId": null
  },
  {
    "taskId": "uk-5212-T-01111",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Polishing, waxing or painting metalwork is done by hand on the finished piece.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5212",
    "occupationId": null
  },
  {
    "taskId": "uk-5212-T-01167",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Applying a protective finish means physically coating the object.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5212",
    "occupationId": null
  },
  {
    "taskId": "uk-5212-T-11131",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Riveting and welding parts together is hands-on metalwork.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5212",
    "occupationId": null
  },
  {
    "taskId": "uk-5212-T-16196",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Making decorative and functional metal objects means shaping and joining metal by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5212",
    "occupationId": null
  },
  {
    "taskId": "uk-5212-T-00183",
    "score": 10,
    "band": "minimal",
    "range": [
      6,
      14
    ],
    "d": [
      1,
      3,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Written safety practice is easy to produce, but a safe workshop depends on how people behave in it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:58:27Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5212",
    "occupationId": null
  },
  {
    "taskId": "uk-5212-T-12772",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Forging tongs and turning tools is forge work at the fire.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5212",
    "occupationId": null
  },
  {
    "taskId": "uk-5212-T-18989",
    "score": 25,
    "band": "low",
    "range": [
      18,
      32
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    "d": [
      2,
      2,
      0,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Written knowledge about metals and heat is easy to summarise, but choosing and handling the stock happens at the forge.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5212",
    "occupationId": null
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  {
    "taskId": "uk-5212-T-10665",
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    "range": [
      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Changing dies and hammer parts with cranes and hand tools is heavy physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5212",
    "occupationId": null
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  {
    "taskId": "uk-5212-T-14092",
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    "band": "minimal",
    "range": [
      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Operating presses and forging machines means being at the machine feeding metal through.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8142",
    "occupationId": null
  },
  {
    "taskId": "uk-5212-T-15321",
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    "band": "minimal",
    "range": [
      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Feeding wire through dies is hands-on work at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8115",
    "occupationId": null
  },
  {
    "taskId": "uk-5212-T-03317",
    "score": 4,
    "band": "minimal",
    "range": [
      0,
      11
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    "d": [
      1,
      3,
      0,
      2,
      1
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Making a mixed-media piece with other craftspeople is hands-on studio work built on working side by side.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5212",
    "occupationId": null
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  {
    "taskId": "uk-5212-T-08570",
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    "d": [
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      1,
      2
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    "confidence": "low",
    "unstable": false,
    "rationale": "Carrying out what the customer asked for means doing the metalwork itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5212",
    "occupationId": null
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  {
    "taskId": "uk-5212-T-12845",
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    "range": [
      3,
      17
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    "d": [
      1,
      3,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Measuring finished parts against the spec means holding gauges on the actual metal.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:47:02.456Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
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  {
    "taskId": "uk-5212-T-15370",
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      4
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    "d": [
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      0,
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Positioning and clamping a workpiece is done by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:08:26.129Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
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  {
    "taskId": "uk-5212-T-16985",
    "score": 56,
    "band": "partial",
    "range": [
      49,
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    "d": [
      3,
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Pulling set-up instructions out of a job sheet is exactly the kind of reading and extraction software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5212",
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  {
    "taskId": "uk-5212-T-17838",
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      4
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    "d": [
      0,
      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Repairing and replacing die parts is done with tools on the press.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:47:02.456Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
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  {
    "taskId": "uk-5212-T-19491",
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    "band": "minimal",
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      4
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    "d": [
      0,
      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Sharpening tools is done at the grinder.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8120",
    "occupationId": null
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  {
    "taskId": "uk-5212-T-20858",
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      4
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    "d": [
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Trimming and pressing forgings to tolerance happens at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5212",
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  {
    "taskId": "uk-5212-T-21277",
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    "d": [
      0,
      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Turning metal on a lathe needs an operator at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5212",
    "occupationId": null
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  {
    "taskId": "uk-5212-T-19536",
    "score": 62,
    "band": "high",
    "range": [
      58,
      66
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    "d": [
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      0,
      4
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      3
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    "rationale": "Selling in a shop or gallery means being there with the customer and the work.",
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      3
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    "unstable": false,
    "rationale": "Applying solder requires hands on the iron or torch.",
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    "modelId": "claude-opus-5",
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      2
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    "rationale": "Cutting and joining metal with a torch is entirely manual work.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "confidence": "high",
    "unstable": true,
    "rationale": "Welding is hands-on work with a torch on the metal.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
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    "rationale": "Turning regulator valves to set the flame is physical work at the equipment.",
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    "modelId": "claude-opus-5",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Aligning and clamping metal parts is hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Guiding a flame or electrode across metal is skilled hand work.",
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    "modelId": "claude-opus-5",
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      3
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    "confidence": "high",
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    "rationale": "Lighting torches and powering up is done by hand at the machine.",
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    "modelId": "claude-opus-5",
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    "unstable": false,
    "rationale": "Operating safety equipment during brazing means being at the workstation.",
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    "modelId": "claude-opus-5",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Striking an arc is a physical act with the electrode.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5213",
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Welding different alloys is manual work at the bench.",
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    "modelId": "claude-opus-5",
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  {
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      3
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:58:27Z",
    "keyingScheme": "text+occupation",
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  {
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      3
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    "rationale": "Working out and writing down settings from metal properties and standard formulas is calculation software supports well.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Hammering metal straight is physical work.",
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    "modelId": "claude-opus-5",
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  {
    "taskId": "uk-5213-T-10234",
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      2
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    "rationale": "Measuring finished products with precision instruments requires handling them.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
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    "scoredUnderOccupationId": "uk-soc-5241",
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  {
    "taskId": "uk-5213-T-10416",
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    "d": [
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      3
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    "confidence": "high",
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    "rationale": "Judging a joint means looking closely at the actual metal, though the report afterwards is paperwork.",
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      1
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    "confidence": "high",
    "unstable": true,
    "rationale": "Preheating a workpiece with a furnace or torch is a hands-on shop-floor step.",
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  {
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      3
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    "rationale": "Reading drawings to work out layout and order of operations is interpretation software is increasingly capable of.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Setting up a welding machine is hands-on work at the equipment.",
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    "unstable": false,
    "rationale": "Controlling heat distortion is judgement applied with the torch in hand as the work progresses.",
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    "confidence": "high",
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    "rationale": "Cleaning parts is physical preparation work.",
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    "modelId": "claude-opus-5",
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    "rationale": "Lifting and securing metal stock is physical handling.",
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    "modelId": "claude-opus-5",
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    "rationale": "Measuring parts with a micrometre requires handling them.",
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    "modelId": "claude-opus-5",
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    "rationale": "Repair work is done with tools on the actual material.",
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    "modelId": "claude-opus-5",
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    "rationale": "Choosing consumables from data charts is a lookup task software does well, though it happens with the job in front of you.",
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    "rationale": "Buffing edges by hand is physical work.",
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    "rationale": "Noticing a machine or material is faulty comes from working with it, though the report is simple.",
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    "rationale": "Surface cleaning is physical preparation.",
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    "rationale": "Trimming and deburring parts with hand tools is physical work at the bench.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
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    "rationale": "Welding, threading and bolting pipework together is manual work at the pipe.",
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    "rationale": "Working safely is something a person does with their hands and attention on the job.",
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    "rationale": "Lining pipes up for welding means holding and adjusting the real pipe.",
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    "rationale": "Pipe systems are installed and repaired by hand, however precise the specification.",
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    "rationale": "Pipe welding is skilled manual work.",
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    "rationale": "Installing and repairing sewer pipework is physical work.",
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    "rationale": "Setting up purging and barriers is physical work inside the joint.",
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    "rationale": "Installing pipe systems for heat pumps or geothermal is manual installation work.",
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    "rationale": "Cutting openings in a structure with power tools is physical work.",
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    "scoredUnderOccupationId": "uk-soc-5222",
    "occupationId": null
  },
  {
    "taskId": "uk-5222-T-10583",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting new parts into equipment is hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5246",
    "occupationId": null
  },
  {
    "taskId": "uk-5222-T-11507",
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      0,
      4
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    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Marking reference lines onto parts is done with instruments on the part itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5449",
    "occupationId": null
  },
  {
    "taskId": "uk-5222-T-11529",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Putting a fault right means working on the equipment itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
    "occupationId": null
  },
  {
    "taskId": "uk-5222-T-11587",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Lubricating machinery is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5222-T-13067",
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      3,
      11
    ],
    "d": [
      1,
      3,
      0,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Adjusting a working model to match what the customer wants is done with hands on the model.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2122",
    "occupationId": null
  },
  {
    "taskId": "uk-5222-T-14074",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Running machinery to find a fault means operating it yourself and noticing how it sounds and behaves.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5222",
    "occupationId": null
  },
  {
    "taskId": "uk-5222-T-18811",
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    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Sanding a part to its finished size is handwork.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5449",
    "occupationId": null
  },
  {
    "taskId": "uk-5222-T-19049",
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      22,
      36
    ],
    "d": [
      2,
      2,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Choosing fixtures is partly a lookup, but it depends on what is in the shop and fitting it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8120",
    "occupationId": null
  },
  {
    "taskId": "uk-5222-T-20189",
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      4,
      18
    ],
    "d": [
      2,
      3,
      0,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Supporting a job from planning through to assembly spans desk work and time at the bench with the parts.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5222",
    "occupationId": null
  },
  {
    "taskId": "uk-5222-T-20517",
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      1,
      15
    ],
    "d": [
      1,
      3,
      0,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Trying a prototype tool out under working conditions needs the real thing on a real machine, whatever modelling is done beforehand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:40Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5222",
    "occupationId": null
  },
  {
    "taskId": "uk-5222-T-20587",
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      7,
      21
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    "d": [
      2,
      3,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Test procedures are documented, but the equipment has to be connected up and tested in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5242",
    "occupationId": null
  },
  {
    "taskId": "uk-5222-T-02892",
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      25,
      39
    ],
    "d": [
      3,
      2,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Proving out a new CNC programme mixes simulation, which software does well, with test cuts on the actual machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5222",
    "occupationId": null
  },
  {
    "taskId": "uk-5222-T-05174",
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    "d": [
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      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Precise technical sketches still need a person, as automatic drawing tools are not yet accurate enough for specifications.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3412",
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  },
  {
    "taskId": "uk-5222-T-07338",
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    ],
    "d": [
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      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Moving and disposing of waste is physical work, whatever the rules require.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9223",
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  {
    "taskId": "uk-5222-T-09867",
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Putting electrical equipment into industrial use is hands-on installation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T14:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3113",
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  {
    "taskId": "uk-5222-T-10542",
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      4
    ],
    "d": [
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      4,
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      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting hydraulic equipment is physical installation work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T14:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3113",
    "occupationId": null
  },
  {
    "taskId": "uk-5222-T-11571",
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      49,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Writing up specifications and production steps is record-keeping from information already gathered.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5449",
    "occupationId": null
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  {
    "taskId": "uk-5222-T-16282",
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      49,
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      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Writing the machine programme is coding work software already does well, with the maker checking it before cutting.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5442",
    "occupationId": null
  },
  {
    "taskId": "uk-5222-T-19561",
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      4
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    "d": [
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      4,
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      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Soldering connections is fine hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
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  {
    "taskId": "uk-5222-T-19592",
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Sorting materials for reuse or disposal is done by hand on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8159",
    "occupationId": null
  },
  {
    "taskId": "uk-5222-T-21053",
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    "range": [
      6,
      20
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    "d": [
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      0,
      0,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Upgrading existing equipment means working on the machines, even though the improvement can be planned on paper.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5222",
    "occupationId": null
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  {
    "taskId": "uk-5222-T-04509",
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      4
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    "d": [
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      4,
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      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Building a jig is skilled handwork with the material in front of you.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5222",
    "occupationId": null
  },
  {
    "taskId": "uk-5222-T-08109",
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    "d": [
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      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The code itself can be drafted, but it is usually typed in at the machine's own control panel.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "occupationId": null
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  {
    "taskId": "uk-5222-T-12769",
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      4
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    "d": [
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      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Making precision tools on lathes and presses is machining work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5224",
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  {
    "taskId": "uk-5222-T-12913",
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    "d": [
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Marking out means putting instruments and scribed lines on the actual metal, even though the measurements themselves come off a drawing.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:40Z",
    "keyingScheme": "text+occupation",
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  {
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      2
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    "confidence": "high",
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    "rationale": "Setting up and running milling or grinding machines needs someone standing at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:15:27.973Z",
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  {
    "taskId": "uk-5222-T-03007",
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning and finishing patterns with files and grinders is manual work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
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  {
    "taskId": "uk-5222-T-05380",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cutting to marked lines is bench work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
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    "scoredUnderOccupationId": "uk-soc-3422",
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  {
    "taskId": "uk-5222-T-06166",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reading a drawing or work order to plan tooling and sequence is document analysis with documented practice behind it.",
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    "scoredUnderOccupationId": "uk-soc-5223",
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  {
    "taskId": "uk-5222-T-06829",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Specifying tooling and controls in drawing software is documented work tools support, though specialist judgement shapes the result.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
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    "scoredUnderOccupationId": "uk-soc-3120",
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  {
    "taskId": "uk-5222-T-08782",
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Filing parts to fit is handwork judged by feel.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
    "taskId": "uk-5222-T-09238",
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Grinding, shimming and adjusting parts to fit is precise handwork at the bench.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5222",
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  {
    "taskId": "uk-5222-T-12890",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Measuring a part for wear means holding it and the gauge.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
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  {
    "taskId": "uk-5222-T-14898",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Routine maintenance of machinery and tools is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Servicing controllers, robots and panels means being at the cabinet with tools in hand.",
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    "rationale": "Fitting devices onto a network installation is hands-on work, even though the configuration is documented.",
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    "rationale": "Risk assessments follow a set method and standard wording, though the hazards have to be seen on site.",
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    "rationale": "Assembling circuitry by hand with tools is physical work that has to happen at the bench.",
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    "rationale": "Spraying or electrostatically coating metal is done with the gun in hand.",
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    "rationale": "Changes to how things are made get agreed in conversation with the people who will build them.",
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    "rationale": "Installing a drinks system in a customer's building is physical fitting work.",
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    "rationale": "Turning test readings into a technical report is structured writing and number work.",
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    "rationale": "Fitting and adjusting frames so they line up is hands-on work with the material.",
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    "confidence": "high",
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    "rationale": "Hanging a powered doorset with hand and power tools is physical installation work.",
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    "rationale": "Setting doors onto a track is lifting and positioning by hand.",
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    "rationale": "Commissioning a doorset means operating and adjusting the real door on site.",
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    "rationale": "Installing frames in a building means being there with tools.",
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    "confidence": "high",
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    "rationale": "Drilling and punching holes is done with the tool in hand.",
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    "rationale": "Making wooden fixtures means cutting and shaping material by hand and machine.",
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    "rationale": "Reading a drawing to work out sizes, tools and the order of work is analysis software does well.",
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    "rationale": "Photos and vision tools can spot some faults, but proper inspection means handling the product.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Replacing parts with hand tools and precision instruments is physical work.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
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    "rationale": "Installing structural fixings safely means physically fitting them.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
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    "rationale": "Checking level and straightness means putting an instrument against the work.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Putting up scaffolding is entirely hands-on work at the site, however well the plan for it is written beforehand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:40Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5223",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Laying subflooring is physical work fixing boards in place.",
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    "modelId": "claude-opus-5",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping records accurate is routine screen work software does reliably.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4159",
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      3
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    "confidence": "medium",
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    "rationale": "Working out quantities from a drawing and placing the order is calculation and admin software handles.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5316",
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      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Fixing forms and structures in place is hands-on site work.",
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    "modelId": "claude-opus-5",
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      2
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    "confidence": "high",
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    "rationale": "Checking a workpiece for defects that affect firearm safety means handling and measuring it.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5223",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Trial-fitting parts to check dimensions is done with the parts in your hands.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:51:00.242Z",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reading a drawing or work order to plan tooling and sequence is document analysis with documented practice behind it.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5223",
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      1
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    "confidence": "high",
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    "rationale": "Measuring a part for wear means holding it and the gauge.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Replacing worn machine parts is physical fitting work.",
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    "modelId": "claude-opus-5",
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Setting a tool to cut correctly is done at the machine by feel.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "d": [
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      2,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Watching a production line for malfunctions and safety issues means being on it.",
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    "modelId": "claude-opus-5",
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      0,
      3
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    "unstable": false,
    "rationale": "Working out dimensions and angles from a drawing is arithmetic and geometry with a clear right answer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Lubricating machinery is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Clamping a workpiece into a fixture is physical setup work.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Trimming and shaping by hand is skilled physical work.",
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    "modelId": "claude-opus-5",
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    "unstable": false,
    "rationale": "Cleaning equipment is physical work on the machine.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Welding or bonding sections together is done with the torch in hand.",
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    "rationale": "Grinding, sharpening and polishing is hand work at the machine.",
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    "unstable": false,
    "rationale": "Turning a valve is a physical act at the machine.",
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    "modelId": "claude-opus-5",
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    "rationale": "Inspecting and maintaining plant is hands-on work at the machine.",
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    "rationale": "Routine maintenance is done with tools on the plant itself.",
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    "unstable": false,
    "rationale": "Repairing heavy plant is physical work on the machine.",
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    "modelId": "claude-opus-5",
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    "rationale": "Servicing and repairing machinery is physical work with tools.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Finding and interpreting the right page of a manufacturer's manual is exactly the kind of retrieval software is best at.",
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    "unstable": false,
    "rationale": "Cleaning and lubricating a machine is hands-on work.",
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    "modelId": "claude-opus-5",
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    "rationale": "The practices and regulations are published, but following them while working on plant is down to the fitter on the job.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:40Z",
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  {
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  {
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      3
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    "rationale": "Logging what maintenance was done is plain record-keeping.",
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    "rationale": "Using power tools on heavy machinery is physical work.",
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    "rationale": "Wiring and hydraulic diagrams follow standard conventions, so tracing a circuit on paper is well-suited to software.",
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    "rationale": "Rebuilding repaired equipment is physical work.",
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      3
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    "rationale": "Completing a standard company report from job details is form-filling with a fixed structure.",
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    "rationale": "Sending a customer or manager a written account of work done is routine reporting.",
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    "rationale": "Burning, brazing, welding and line boring are all done with the tool in hand.",
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      3
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    "taskId": "uk-5223-T-21962",
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      0,
      3
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    "modelId": "claude-opus-5",
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Assembling a lift car is physical building work.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5223",
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  {
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    "confidence": "high",
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    "rationale": "Installing and maintaining lifts is done in the shaft with tools.",
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    "modelId": "claude-opus-5",
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  {
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    "d": [
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      4,
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting stairlifts and platforms is physical installation in someone's building.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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    "d": [
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      4,
      1,
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      0
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    "confidence": "high",
    "unstable": false,
    "rationale": "Adjusting counterweights, valves, seals and brake linings is hands-on setting up.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:25:42.237Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-5223-T-02097",
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      4
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    "d": [
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      4,
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      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting guide shoes and rollers is physical work in the shaft.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5223",
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  {
    "taskId": "uk-5223-T-02641",
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      4,
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      2
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    "unstable": false,
    "rationale": "Carrying out an installation is physical work on site.",
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    "modelId": "claude-opus-5",
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  {
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    "d": [
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      2
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    "unstable": false,
    "rationale": "Commissioning a lifting platform means operating and proving the real installation.",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5223",
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  {
    "taskId": "uk-5223-T-06993",
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Diagnosis here means connecting test gear to the equipment itself, even if the reasoning can be supported.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting out a lift shaft is physical construction work.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "uk-5223-T-10313",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Examining lifting equipment for safety means being at it, and the law requires a competent examiner.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Installing panels, motors, valves and pumps is physical fitting.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5223",
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  {
    "taskId": "uk-5223-T-10595",
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting landing doors and frames on every floor is physical installation.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5223",
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  {
    "taskId": "uk-5223-T-10653",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Installing lifting equipment is hands-on work with heavy components.",
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    "scoredAt": "2026-08-04T16:40:00.000Z",
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    "scoredUnderOccupationId": "uk-soc-5223",
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  {
    "taskId": "uk-5223-T-13913",
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Showing someone how to use lifting equipment safely means operating it in front of them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5223",
    "occupationId": null
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  {
    "taskId": "uk-5223-T-14833",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Function testing to a standard means running the equipment and observing it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5223",
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  {
    "taskId": "uk-5223-T-16963",
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    "d": [
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reading engineering drawings and manuals is document work with well-established conventions.",
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    "modelId": "claude-opus-5",
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  {
    "taskId": "uk-5223-T-17797",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Attending an emergency breakdown means getting there and fixing the machine.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "taskId": "uk-5223-T-20516",
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    "d": [
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Testing that equipment works means operating it and checking the result in front of you.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:13:44.082Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6131",
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    "confidence": "high",
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    "rationale": "Checking that a lift stops correctly at each floor means riding it and timing it.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "uk-5223-T-21211",
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    "rationale": "Diagnostic equipment produces readings that can be interpreted automatically, but someone must connect it in the shaft.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Bolting guide rails from scaffolding is heavy physical work at height.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Checking equipment against safety regulations means inspecting the equipment itself.",
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    "modelId": "claude-opus-5",
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    "d": [
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Kitchen communication happens live, at speed, alongside the work.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5434",
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Pitching an explanation to the person in front of you depends on reading how they are taking it.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Stripping down faulty equipment is physical work with tools.",
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    "modelId": "claude-opus-5",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Isolating supplies and clipping on before working at height are physical acts, however clearly the protocols behind them are written.",
    "promptVersion": "task_scoring_v1.0",
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    "scoredAt": "2026-08-05T09:52:40Z",
    "keyingScheme": "text+occupation",
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    "rationale": "Identifying the right parts from catalogues and parts lists is a lookup task software does quickly.",
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    "rationale": "Checking wiring, clearances and alignments in a shaft means being in the shaft.",
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    "rationale": "Running conduit up a shaft and pulling cable through is physical work.",
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    "modelId": "claude-opus-5",
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    "confidence": "medium",
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    "rationale": "Once the fitter says what was done, writing it up and filing it accurately is straightforward work for software.",
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    "modelId": "claude-opus-5",
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  {
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    "confidence": "high",
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    "rationale": "Maintaining inspection logbooks is structured record-keeping with a fixed format.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Running a lift to measure its power demand means operating it.",
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    "modelId": "claude-opus-5",
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    "taskId": "uk-5223-T-17021",
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      3
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    "confidence": "medium",
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    "rationale": "Reading drawings to work out requirements is desk work, though software still misreads construction drawings often.",
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    "modelId": "claude-opus-5",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Setting and adjusting platform components with measuring tools is hand work.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5223",
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  {
    "taskId": "uk-5223-T-01470",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Assembling escalator steps, frames and tracks is heavy physical work.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5223",
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  {
    "taskId": "uk-5223-T-02652",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Servicing chain and lever hoists is done with the hoist in your hands.",
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    "modelId": "claude-opus-5",
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      3
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    "unstable": false,
    "rationale": "Building regulations are published and easy to check against, but the work has to be seen to be checked.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      4,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Completing a service report against a standard checklist is form-filling from the job record.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5223",
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  {
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cutting framework sections to size is done at the saw.",
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    "modelId": "claude-opus-5",
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      1
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    "confidence": "high",
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    "rationale": "Cutting rails to length is physical work.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5223",
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  {
    "taskId": "uk-5223-T-09652",
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      2
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    "rationale": "Spotting what needs repairing means looking at and listening to the machine.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5223",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Calibrating instruments is hands-on work with the instrument and a reference.",
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    "scoredUnderOccupationId": "uk-soc-5223",
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  {
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      3
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    "confidence": "medium",
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    "rationale": "Routine customer updates and correspondence are repeatable messages software drafts well.",
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    "modelId": "claude-opus-5",
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  {
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    "confidence": "high",
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    "rationale": "Refitting lift flooring and panels is physical work in the car.",
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  {
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      3
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    "confidence": "high",
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    "rationale": "Updating records is routine system work, though paper systems still need handling and confidentiality rules followed.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
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      3
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    "rationale": "Standard hazards are well documented so software drafts most of it, but the specific workplace still has to be looked at.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:40Z",
    "keyingScheme": "text+occupation",
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Taking part in training events is about being present and building your own skills.",
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    "modelId": "claude-opus-5",
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      3
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    "rationale": "Standards and technical updates are published, so keeping abreast of them is reading and summarising.",
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    "modelId": "claude-opus-5",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cutting a key is done at the machine.",
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    "modelId": "claude-opus-5",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Product information is easy to assemble, but householders and businesses buy security advice from someone who visits.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Taking a lock apart with hand tools is physical work.",
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    "modelId": "claude-opus-5",
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    "rationale": "Stripping old or broken locks is done by hand.",
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      1
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    "rationale": "Fitting new tumblers into a lock is fine hand work.",
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    "modelId": "claude-opus-5",
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      1
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    "confidence": "high",
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    "rationale": "Fitting locks and alarms to doors and windows is physical installation.",
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    "modelId": "claude-opus-5",
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      0
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    "confidence": "high",
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    "rationale": "Picking a lock is a physical skill in the fingers.",
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    "modelId": "claude-opus-5",
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      1
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    "confidence": "high",
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    "rationale": "Repairing break-in damage means being at the property with tools.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      1,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Opening a locked vehicle means being at the vehicle.",
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    "modelId": "claude-opus-5",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Letting someone back into their premises means turning up and opening the door.",
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    "rationale": "Working out what security a job needs usually means seeing the door and the building.",
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  {
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      3
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    "rationale": "Building a quote from materials, labour and time is arithmetic from stored rates.",
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      1
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    "rationale": "Fitting handles is done with tools in hand.",
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      3
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    "unstable": true,
    "rationale": "Drilling a safe open is physical work at the safe.",
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    "rationale": "Charting a master key system is planning work, but cutting and fitting the keys is done by hand.",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Alarm system layouts follow published design practice and can be drawn up from a floor plan.",
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    "confidence": "high",
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    "rationale": "Fitting combination locks and timers to a safe is precision hand work.",
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    "unstable": false,
    "rationale": "Moving and installing deposit boxes is heavy physical work.",
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    "unstable": false,
    "rationale": "Installing a safe with drills and cranes is physical work.",
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    "unstable": false,
    "rationale": "Fitting a vault door is heavy, precise physical work.",
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      1
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    "rationale": "Stripping finishes off a safe or vault is done by hand.",
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    "rationale": "Hanging doors and fitting ironmongery is physical joinery work.",
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      2
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    "rationale": "Selling security products happens over a counter with the customer there.",
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    "rationale": "Cleaning, lubricating and adjusting a boiler is hands-on work.",
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      3
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    "rationale": "Working out quantities from a schedule is a calculation, though verbal orders come from people on shift.",
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    "confidence": "medium",
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      3
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    "confidence": "high",
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    "rationale": "Recording quantities pumped is data logging that instrumentation already does.",
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    "rationale": "Turning a valve is a physical act at the pipework.",
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    "confidence": "high",
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    "rationale": "Testing a material's properties means preparing and loading the sample.",
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    "rationale": "Dipping a tank with a gauge rod is physical work on top of the tank.",
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    "d": [
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    "confidence": "high",
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    "rationale": "Running water treatment, refrigeration and heat exchange plant means being at it.",
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    "rationale": "Logging pressure readings is data recording, largely captured by instruments already.",
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    "rationale": "Adding chemicals to equipment is physical work with the materials.",
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    "scoredAt": "2026-08-05T01:37:43.407Z",
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    "rationale": "Collecting and delivering samples means moving around the site with them.",
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    "rationale": "Weighing out chemicals to a formula is hands-on work at the bench.",
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    "rationale": "Routing product through lines within known capacities is a planning calculation software handles well.",
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    "rationale": "This is live coordination of plant with people on the ground, where being on the radio in the moment is the job.",
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    "scoredAt": "2026-08-05T09:52:40Z",
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    "confidence": "high",
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    "rationale": "Adjusting loom speed, load and tension is done at the machine by feel.",
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    "rationale": "Loading a healded warp into a loom without damaging it is skilled hand work.",
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    "rationale": "Fitting machinery parts is hands-on work.",
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    "rationale": "Running textile machines is physical operation on the floor.",
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    "rationale": "Adjusting settings as fabric runs through means standing at the machine watching it.",
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    "rationale": "First-line maintenance on cutting equipment is done with tools on the machine.",
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    "rationale": "Etching a design onto a dial is fine handwork on the piece itself.",
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    "rationale": "Swapping out faulty components and wiring is hands-on work at the vehicle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-20588",
    "score": 29,
    "band": "low",
    "range": [
      22,
      36
    ],
    "d": [
      2,
      2,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Diagnostic kit produces the readings, but connecting it and interpreting the car's behaviour needs a technician.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-00825",
    "score": 62,
    "band": "high",
    "range": [
      55,
      69
    ],
    "d": [
      3,
      1,
      0,
      0,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Working out why a vehicle's computer system has faulted is analysis of logged data.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-04262",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Road testing a vehicle means driving it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-10574",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting navigation equipment into a vehicle is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-10656",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Installing an alarm or immobiliser means working inside the vehicle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-11565",
    "score": 88,
    "band": "very high",
    "range": [
      81,
      95
    ],
    "d": [
      4,
      0,
      1,
      0,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Diagnostic results are logged straight from the equipment into the job record.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-18421",
    "score": 29,
    "band": "low",
    "range": [
      22,
      36
    ],
    "d": [
      2,
      2,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Rechecking a repaired system means running the test again on the actual vehicle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-21116",
    "score": 41,
    "band": "partial",
    "range": [
      34,
      48
    ],
    "d": [
      3,
      2,
      0,
      0,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Pulling data off an engine control unit is a standard read the tool performs once it is plugged in.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-04012",
    "score": 29,
    "band": "low",
    "range": [
      22,
      36
    ],
    "d": [
      2,
      2,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Fault finding follows documented procedures, but the checks happen on the equipment itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-11230",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Running cables through a vehicle is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-19561",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Soldering connections is fine hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-04116",
    "score": 9,
    "band": "minimal",
    "range": [
      5,
      13
    ],
    "d": [
      1,
      3,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Instructions are documented, but testing a vehicle's electrical system means working on the car with meters and tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:58:27Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-08264",
    "score": 75,
    "band": "high",
    "range": [
      71,
      79
    ],
    "d": [
      4,
      1,
      0,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Repair estimates come straight from parts prices and published labour times.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-18414",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Making the site and equipment safe at the end of a job is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-21665",
    "score": 10,
    "band": "minimal",
    "range": [
      6,
      14
    ],
    "d": [
      1,
      3,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "The regulations are published, but complying with them means a technician working safely in the workshop.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:58:27Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-06212",
    "score": 26,
    "band": "low",
    "range": [
      19,
      33
    ],
    "d": [
      3,
      2,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "The explanation is easy to draft, but customers usually want it from the person who saw the car.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-10485",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Installing communication equipment and data lines is hands-on work with tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-17606",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Refitting interior trim is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-19653",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Splicing cable is done with tools in hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5319",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-08809",
    "score": 88,
    "band": "very high",
    "range": [
      81,
      95
    ],
    "d": [
      4,
      0,
      1,
      0,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "A repair sheet is a simple record that workshop software largely fills in from the job booked.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-17726",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Stripping out trim to reach the bodywork is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-10368",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Examining returned parts for defects requires handling them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-02739",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Servicing a vehicle means working on it with tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-00214",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Adjusting and relining brakes is hands-on mechanical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-02818",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Changing oil means draining and refilling the engine by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-06960",
    "score": 14,
    "band": "minimal",
    "range": [
      7,
      21
    ],
    "d": [
      2,
      3,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Finding the fault is partly desk work, but putting it right happens at the vehicle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-20479",
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    "band": "minimal",
    "range": [
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      7
    ],
    "d": [
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      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": true,
    "rationale": "Adjusting a repaired system means turning real parts by hand until the readings match the maker's specification.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-00183",
    "score": 9,
    "band": "minimal",
    "range": [
      2,
      16
    ],
    "d": [
      1,
      3,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Safe working practice is about what a person actually does in the workshop.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-00690",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Aligning a vehicle's front end is physical adjustment work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-00691",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Truing a wheel is delicate hands-on work with a spoke wrench.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:43:16.830Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-02962",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Topping up fluids and setting tyre pressures is purely physical work at the vehicle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:58:27Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-03770",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      1,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Servicing and preparing a car for handover is physical workshop work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-06962",
    "score": 13,
    "band": "minimal",
    "range": [
      6,
      20
    ],
    "d": [
      2,
      3,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Air conditioning work needs certificated handling of refrigerant and hands on the system.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-08880",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting tyres is physical work with tyre machines.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Stripping down faulty assemblies is physical work.",
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      3
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    "rationale": "Rebuilding an engine is skilled physical work.",
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    "rationale": "Changing spark plugs is physical work under the bonnet.",
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    "rationale": "Stripping units and measuring wear with micrometers is hands-on work.",
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    "rationale": "The rules are published in full, but meeting them is judged by how the work is actually done.",
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    "rationale": "Installing and adjusting a vehicle lift is physical work.",
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    "rationale": "Retrofitting fuel system parts is physical work on the vehicle.",
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    "rationale": "A goodwill letter drafts easily, but an unhappy customer wants a person to put it right.",
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    "rationale": "Gas fuel systems must be inspected physically, and safety rules govern who may do it.",
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    "rationale": "Parts and fitment data are fully catalogued, so matching accessories to a vehicle is straightforward.",
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    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-21364",
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      49,
      63
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      3,
      1,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5231",
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  },
  {
    "taskId": "uk-5231-T-17042",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Machining parts to clearance on a lathe is skilled physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-18717",
    "score": 81,
    "band": "very high",
    "range": [
      74,
      88
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    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking a work order for what is asked, priced and authorised is straightforward document work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-11734",
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    "band": "minimal",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping the work area tidy is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-19129",
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    "band": "low",
    "range": [
      22,
      36
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    "d": [
      3,
      2,
      0,
      2,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Product information is fully documented, but the sale usually happens at the counter.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-02817",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Changing oil in machinery is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-10296",
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    "range": [
      6,
      20
    ],
    "d": [
      2,
      3,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Heavy vehicle inspection means getting under the vehicle with the equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-05666",
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      14,
      28
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      2,
      2,
      1,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Technical knowledge is well documented, but showing it means solving real problems on real vehicles.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-10217",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking and maintaining large vehicle batteries is hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-10240",
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    "range": [
      6,
      20
    ],
    "d": [
      2,
      3,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Judging brake condition means removing wheels and measuring the parts.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-11953",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Maintaining and repairing engines, motors and pumps is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-14839",
    "score": 9,
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    "range": [
      5,
      13
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    "d": [
      2,
      3,
      3,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Roadworthiness testing has to be carried out in person by an approved tester.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-16946",
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      0,
      4
    ],
    "d": [
      0,
      4,
      1,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Lifting a lorry on jacks or hoists is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-20500",
    "score": 38,
    "band": "low",
    "range": [
      31,
      45
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    "d": [
      3,
      2,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Test tools and software locate circuit faults well, though they must be connected to the equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-01491",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Assembling and stripping complex vehicle systems is hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-07311",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Stripping an engine down is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-07649",
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      0,
      4
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    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Using jacks and hoists to lift heavy items is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-10235",
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      7,
      21
    ],
    "d": [
      2,
      3,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Judging the condition of vehicles and equipment means looking them over in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-10423",
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      6,
      20
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    "d": [
      2,
      3,
      1,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Recording defects is easy; finding them means inspecting the vehicle itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-12158",
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      0,
      4
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    "d": [
      0,
      4,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Maintaining alternative fuel systems is hands-on work with safety rules attached.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-13979",
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      4
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    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cutting and welding metal on a vehicle is entirely manual work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:58:27Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-16741",
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      0,
      4
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    "d": [
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      4,
      1,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Roadside assistance means travelling to the vehicle and working on it there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-17047",
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      4
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    "d": [
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      4,
      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Rebuilding repaired equipment is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-18320",
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      0,
      4
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    "d": [
      1,
      4,
      1,
      2,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Attending a roadside incident is being there in traffic, so it cannot be done remotely at all.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:58:27Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5231",
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  {
    "taskId": "uk-5231-T-21209",
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      0,
      3
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    "rationale": "Logical fault reasoning follows documented diagnostic method that software handles well.",
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting a pressure gauge and taking a reading is done by hand.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5231",
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  {
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Emissions devices must be adjusted on the vehicle and within strict legal limits.",
    "promptVersion": "task_scoring_v1.0",
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  {
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      3
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    "confidence": "high",
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    "rationale": "Taking tyres off and putting them on is physical work.",
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    "modelId": "claude-opus-5",
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  {
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      4
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      4,
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      0,
      3
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    "rationale": "Checking belts, guards and fences for safety means looking at the machine itself.",
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      2
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    "confidence": "high",
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    "rationale": "Lubricating machinery is physical work.",
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    "modelId": "claude-opus-5",
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  {
    "taskId": "uk-5231-T-13270",
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      2,
      0,
      3
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    "rationale": "Emissions readings are easy to compare against limits, but the checks are made at the vehicle under regulation.",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Grinding and resetting valves on a machine is hands-on work.",
    "promptVersion": "task_scoring_v1.0",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Interpreting readings is well documented, but the dials have to be watched at the vehicle.",
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Repairing or replacing a tyre is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      2
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      2
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    "rationale": "Using a pneumatic wrench is physical work.",
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    "rationale": "Gripping and bending with pliers is physical work.",
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      3
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    "confidence": "medium",
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    "rationale": "Operator licence compliance is documented record keeping, though a qualified transport manager must stand behind it.",
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      3,
      3
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    "rationale": "Estimates draft easily, but customers judge a garage by the person explaining the work.",
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      3
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  {
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      3
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    "rationale": "Diagnostic reasoning is well documented, but the vehicle has to be in front of you.",
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      3
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    "rationale": "Routine motorcycle servicing is physical work with tools.",
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      3
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    "confidence": "high",
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    "rationale": "Stripping a motorcycle engine is physical work.",
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    "confidence": "high",
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    "rationale": "Fitting motorcycle tyres is physical work.",
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      2
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    "rationale": "Rebuilding a motorcycle frame is physical work.",
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    "rationale": "The questions are easy to script, but customers describe faults best to a person who listens.",
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    "rationale": "Connecting a test panel to an engine is done by hand.",
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    "rationale": "Routine maintenance of machinery and tools is physical work.",
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    "unstable": false,
    "rationale": "Analysing how a transmission system behaves is documented technical reasoning.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-02502",
    "score": 14,
    "band": "minimal",
    "range": [
      7,
      21
    ],
    "d": [
      2,
      3,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Calibration follows set procedures, but it is carried out on the vehicle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-00937",
    "score": 56,
    "band": "partial",
    "range": [
      49,
      63
    ],
    "d": [
      3,
      1,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Comparing fuel efficiency data across designs is analysis of recorded figures.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-04010",
    "score": 56,
    "band": "partial",
    "range": [
      49,
      63
    ],
    "d": [
      3,
      1,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Failure analysis follows a documented method using evidence already recorded.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-02725",
    "score": 56,
    "band": "partial",
    "range": [
      49,
      63
    ],
    "d": [
      3,
      1,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Root cause analysis is structured reasoning over records and reports.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-06339",
    "score": 43,
    "band": "partial",
    "range": [
      36,
      50
    ],
    "d": [
      2,
      1,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Test methods can be drafted, but proving they work needs real vehicles and equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-20526",
    "score": 11,
    "band": "minimal",
    "range": [
      4,
      18
    ],
    "d": [
      2,
      3,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "High-voltage systems must be tested on the vehicle by someone qualified to work on them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-06673",
    "score": 75,
    "band": "high",
    "range": [
      68,
      82
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Writing up operating procedures is document work drawing on how the workshop already runs.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-16973",
    "score": 62,
    "band": "high",
    "range": [
      55,
      69
    ],
    "d": [
      3,
      1,
      0,
      0,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Reading and digesting technical literature is exactly what reading software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-08811",
    "score": 47,
    "band": "partial",
    "range": [
      40,
      54
    ],
    "d": [
      4,
      1,
      3,
      0,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "The form is simple to complete, but only an approved tester may record an MOT result.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-02108",
    "score": 4,
    "band": "minimal",
    "range": [
      0,
      8
    ],
    "d": [
      0,
      3,
      2,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "The cables must be plugged into a real vehicle, and emissions testing for the MOT may only be done by an approved tester.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:58:27Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-03678",
    "score": 75,
    "band": "high",
    "range": [
      68,
      82
    ],
    "d": [
      4,
      0,
      2,
      0,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Comparing measured emissions with published limits is a straightforward calculation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-07397",
    "score": 52,
    "band": "partial",
    "range": [
      45,
      59
    ],
    "d": [
      3,
      0,
      3,
      0,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Writing up results is easy, but certifying a vehicle is an approved tester's legal act.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-10397",
    "score": 14,
    "band": "minimal",
    "range": [
      7,
      21
    ],
    "d": [
      2,
      3,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Finding the fault means inspecting the actual vehicle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-10405",
    "score": 15,
    "band": "minimal",
    "range": [
      8,
      22
    ],
    "d": [
      1,
      2,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "In this trade the compliance check is roadworthiness testing, which must be carried out in person by a DVSA-approved tester.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:58:27Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-02832",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking oil, fuel, water and safety kit means opening the vehicle and looking, which is hands-on.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:58:27Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-04381",
    "score": 8,
    "band": "minimal",
    "range": [
      1,
      15
    ],
    "d": [
      1,
      3,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Judging visible smoke and emission equipment means standing at the vehicle while it runs.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-09609",
    "score": 88,
    "band": "very high",
    "range": [
      81,
      95
    ],
    "d": [
      4,
      0,
      1,
      0,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "The correct test procedure for a vehicle's age and technology is set out in published manuals.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-10366",
    "score": 13,
    "band": "minimal",
    "range": [
      6,
      20
    ],
    "d": [
      2,
      3,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking that a repair was done properly means examining the vehicle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-04114",
    "score": 8,
    "band": "minimal",
    "range": [
      1,
      15
    ],
    "d": [
      1,
      3,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Low-pressure fuel testing is equipment work carried out on the vehicle under regulation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-07960",
    "score": 9,
    "band": "minimal",
    "range": [
      5,
      13
    ],
    "d": [
      1,
      3,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Passenger safety here depends on the physical condition of the vehicle and on someone checking it properly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:58:27Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-09666",
    "score": 28,
    "band": "low",
    "range": [
      21,
      35
    ],
    "d": [
      3,
      2,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "How a modification affects testing is documented, but the modification must be seen on the vehicle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-11106",
    "score": 35,
    "band": "low",
    "range": [
      28,
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    ],
    "d": [
      3,
      1,
      3,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "The notice writes itself from the findings, but only an authorised person may issue it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-02715",
    "score": 22,
    "band": "low",
    "range": [
      15,
      29
    ],
    "d": [
      2,
      2,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Remote inspection equipment still needs an operator, and the result carries legal weight.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-06957",
    "score": 14,
    "band": "minimal",
    "range": [
      7,
      21
    ],
    "d": [
      2,
      3,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Working out the fault is partly desk work, but fixing it happens at the equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5231-T-11024",
    "score": 38,
    "band": "low",
    "range": [
      31,
      45
    ],
    "d": [
      3,
      2,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Investigating why equipment failed is structured analysis, though evidence comes from the machine itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5232-T-00185",
    "score": 10,
    "band": "minimal",
    "range": [
      6,
      14
    ],
    "d": [
      1,
      3,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "The rules can be written out, but working safely in a body shop is a person doing it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:58:27Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5232",
    "occupationId": null
  },
  {
    "taskId": "uk-5232-T-08935",
    "score": 10,
    "band": "minimal",
    "range": [
      3,
      17
    ],
    "d": [
      1,
      3,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can set out the rules, but following them safely happens in the bodyshop with tools in your hands.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5232",
    "occupationId": null
  },
  {
    "taskId": "uk-5232-T-00257",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Aligning headlights is done at the vehicle with the adjusters.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5232",
    "occupationId": null
  },
  {
    "taskId": "uk-5232-T-01224",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Spraying a vehicle is skilled physical work in a paint booth.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5232",
    "occupationId": null
  },
  {
    "taskId": "uk-5232-T-08814",
    "score": 0,
    "band": "minimal",
    "range": [
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      4
    ],
    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Filling and smoothing bodywork is done by hand on the panel.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-5232-T-08815",
    "score": 0,
    "band": "minimal",
    "range": [
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      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Filling rust holes means working directly on the metal.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5232",
    "occupationId": null
  },
  {
    "taskId": "uk-5232-T-08850",
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    "band": "minimal",
    "range": [
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      4
    ],
    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting and welding parts onto a vehicle is hands-on workshop work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5232",
    "occupationId": null
  },
  {
    "taskId": "uk-5232-T-09237",
    "score": 0,
    "band": "minimal",
    "range": [
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      4
    ],
    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Grinding and sanding a repair is physical work with power tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5232",
    "occupationId": null
  },
  {
    "taskId": "uk-5232-T-12754",
    "score": 0,
    "band": "minimal",
    "range": [
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      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Making panels and sections means forming metal by hand and machine.",
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    "taskId": "uk-5232-T-17626",
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      4
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      4,
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Stripping damaged parts off a vehicle is manual work.",
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    "modelId": "claude-opus-5",
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  {
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      4,
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Taking panels and trim off and putting them back on is done by hand at the vehicle.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5232",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Structural panel work means cutting, fitting and welding on the car itself.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5232",
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  {
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Repairing panels is skilled physical work with welding and bonding tools.",
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    "modelId": "claude-opus-5",
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  {
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    "d": [
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      4,
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Truing a wheel is delicate hands-on work with a spoke wrench.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:43:16.830Z",
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  },
  {
    "taskId": "uk-5232-T-01604",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Photos and manufacturer data help judge damage, but a proper assessment still needs someone measuring the vehicle.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5232",
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  {
    "taskId": "uk-5232-T-02799",
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Chaining a vehicle onto an alignment jig is heavy manual work.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5232",
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  },
  {
    "taskId": "uk-5232-T-05481",
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      2,
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Choosing a repair method depends on handling the object and on experience that is rarely written down.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3411",
    "occupationId": null
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  {
    "taskId": "uk-5232-T-08848",
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    "d": [
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      4,
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting glass, roofs and trim is done by hand with adhesives and tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "occupationId": null
  },
  {
    "taskId": "uk-5232-T-09229",
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Smoothing welds requires a grinder held against the metal.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5232",
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Checking repair quality means examining the finished vehicle, with the insurer's approval handled separately.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:58:27Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5232",
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  },
  {
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      3
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    "unstable": false,
    "rationale": "Estimating systems already draft repair plans from damage photos, though someone must still look over the vehicle.",
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    "keyingScheme": "text-only",
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  {
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Preparing and refinishing surfaces is hands-on preparation and spraying.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "occupationId": null
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Matching a repair to the surrounding paint is skilled work done at the vehicle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Taking damaged panels off is physical stripping work.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
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    "occupationId": null
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    "taskId": "uk-5232-T-17854",
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Removing and fitting vehicle glass is done by hand.",
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    "modelId": "claude-opus-5",
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      1
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    "confidence": "high",
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    "rationale": "Working small dents out of a panel is done by hand with tools.",
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      2
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    "confidence": "high",
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    "rationale": "Checking parts and finished assemblies means handling them and measuring them by hand.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
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    "scoredUnderOccupationId": "uk-soc-2482",
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    "taskId": "uk-5232-T-05086",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Masking up and laying protective sheets is entirely hands-on work in the room.",
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    "scoredAt": "2026-08-04T00:00:00.000Z",
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    "scoredUnderOccupationId": "uk-soc-5323",
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  {
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      2
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  {
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      3
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    "rationale": "Looking up the manufacturer's approved repair method is document work software searches and explains quickly.",
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      1
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    "confidence": "high",
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    "rationale": "Beating out dents with hammers and dollies is pure hand skill.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      1
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    "rationale": "Priming a repair means holding a spray gun to the panel.",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Working out small pits with pick hammers is delicate hand work.",
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    "modelId": "claude-opus-5",
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    "d": [
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      1
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    "confidence": "high",
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    "rationale": "Sanding a surface smooth before decorating is manual work.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:05:00.000Z",
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    "scoredUnderOccupationId": "uk-soc-5321",
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    "confidence": "high",
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    "rationale": "Test-driving a vehicle to feel how it handles means someone behind the wheel.",
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    "confidence": "high",
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    "rationale": "Masking a repair area is done by hand around the panel.",
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    "modelId": "claude-opus-5",
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    "rationale": "Finding the fault is partly desk work, but putting it right happens at the vehicle.",
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      3
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    "rationale": "Marking codes and reference charts make identification easy, but someone has to find and read the marking on the part.",
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      1
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    "confidence": "high",
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    "rationale": "Repairing equipment and swapping defective parts is physical work.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5223",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Mixing resins and hardeners is done by hand at the bench.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Planning tasks and timelines is well suited to these tools, though realistic dates depend on knowing the team.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2133",
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    "rationale": "Wetting out cloth and mat with resin is manual workshop work.",
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    "rationale": "Setting ovens, lamps and extractors means being in the workshop turning the controls on the equipment.",
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    "rationale": "Applying varnish or paint to a surface is physical work no software can carry out.",
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    "rationale": "Washing out guns and tools is hands-on work at the sink and bench.",
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    "rationale": "Colour-measuring devices are already good, but judging the match on the actual panel under workshop lights still needs someone there.",
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    "rationale": "Checking flow, thickness and finish quality relies on looking at and handling the wet coating in front of you.",
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    "rationale": "Brushing in small areas by hand is skilled manual work at the vehicle.",
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    "rationale": "Spotting bubbles and thin coverage means viewing the panel from several angles and feeling the surface.",
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    "rationale": "Half of this is paperwork and checklists that software handles well; the other half is inspecting the repaired panel itself.",
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    "modelId": "claude-opus-5",
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      4
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Surface cleaning is physical preparation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:51:27.741Z",
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    "scoredUnderOccupationId": "uk-soc-5213",
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  },
  {
    "taskId": "uk-5233-T-18815",
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      4
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Sanding rough spots is hands-on preparation done at the surface.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5323",
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  {
    "taskId": "uk-5233-T-19725",
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      4
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      4,
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      0,
      2
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    "unstable": false,
    "rationale": "Starting the machine means pressing its buttons in the workshop.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5233",
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  {
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      4
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Using UV, infrared or catalytic curing kit means operating that equipment around the vehicle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5233",
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  {
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      4
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    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Waxing and polishing bodywork is manual finishing done by hand on the car.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      49,
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      3,
      1,
      0,
      0,
      3
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    "unstable": false,
    "rationale": "Working out how much paint a job needs is arithmetic from measurements and coverage rates, which software does reliably.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5323",
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  {
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      4,
      0,
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Stripping down and rebuilding a sprayer is hands-on work with solvents and brushes.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5233",
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  {
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      4
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    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping tools clean, safe and serviceable is physical care of the tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5223",
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  },
  {
    "taskId": "uk-5233-T-09882",
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      6,
      14
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      3,
      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Guidelines are written, but putting them into practice means someone working safely in the spray shop.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:58:27Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5233",
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  },
  {
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      4
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      4,
      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Checking that delivered products match the specification means physically examining them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4131",
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  },
  {
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      14
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    "d": [
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      3,
      0,
      0,
      3
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    "confidence": "high",
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    "rationale": "Handling paints and solvents safely is physical practice in the booth, not something that can be written out and left.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:58:27Z",
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    "scoredUnderOccupationId": "uk-soc-5233",
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  {
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      4
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
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    "rationale": "Stirring and thinning paint is a physical job at the mixing bench.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5233",
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  },
  {
    "taskId": "uk-5233-T-20562",
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      16,
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      0,
      0,
      3
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    "confidence": "high",
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    "rationale": "Checking a finish meets specification means measuring the actual painted panel.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:58:27Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5233",
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  {
    "taskId": "uk-5233-T-07335",
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      5,
      13
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    "d": [
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      3,
      1,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Paint waste has to be physically segregated and handed to a registered carrier, though the paperwork can be drafted.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:58:27Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5233",
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  },
  {
    "taskId": "uk-5233-T-12179",
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      4
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    "d": [
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      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Adjusting a gun for the right spray pattern is done by hand while testing it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5233",
    "occupationId": null
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  {
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      4
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Operating lifts and moving gear around the workshop needs someone physically doing it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5233",
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  {
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    "d": [
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      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Turning valves and dials requires hands on the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T14:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9139",
    "occupationId": null
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  {
    "taskId": "uk-5233-T-02100",
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      4
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    "d": [
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting hoses and nozzles with spanners is manual assembly work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5233",
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  {
    "taskId": "uk-5233-T-12867",
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      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Weighing out chemicals to a formula is hands-on work at the bench.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5223",
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  {
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Sensors can flag many faults, but watching the machine run and reacting still happens on the floor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Taking parts out of a coating machine by hand is physical work at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      1
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    "confidence": "high",
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    "rationale": "Setting up ventilators, extractors and scaffolding means lifting and positioning equipment on site.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5233",
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  {
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      3,
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      0,
      3
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    "unstable": false,
    "rationale": "Weighing goods means handling them, even though the numbers themselves are simple to record.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9252",
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  {
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      1,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Scheduled maintenance and repair is physical work on the aircraft.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:58:27Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5234",
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  {
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      3
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    "rationale": "Diagnostic data helps a lot, but confirming a fault means hands and eyes on the aircraft under strict approvals.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:35:14.479Z",
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    "scoredUnderOccupationId": "uk-soc-5234",
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  {
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      3
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    "rationale": "In this trade the aircraft is prepared and checked by approved staff, but the final airworthiness release is signed by a licensed engineer.",
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    "confidence": "high",
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    "rationale": "Adjusting carburettor float levels is hands-on engine work.",
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    "scoredUnderOccupationId": "uk-soc-5234",
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  {
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      4,
      1,
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Changing oil is physical servicing work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5234",
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  {
    "taskId": "uk-5234-T-04302",
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      3
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    "rationale": "The inspection is carried out on the aircraft by staff the maintenance organisation has authorised for it.",
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  {
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    "rationale": "Repair limits come from the manual, which software reads well, but the judgement is made by approved staff on measured damage.",
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    "modelId": "claude-opus-5",
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      2
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    "unstable": false,
    "rationale": "Stripping an engine down to reach defective parts is heavy hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5234",
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  {
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    "rationale": "Manuals and regulations are documented, but following them means doing the work correctly on the aircraft.",
    "promptVersion": "task_scoring_v1.0",
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  {
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      3
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    "unstable": false,
    "rationale": "Diagnostic tools produce codes that can be interpreted automatically, but you must be at the machine to plug in.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Wear and damage is found by getting to the airframe and looking, with the findings passed to the licensed engineer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:58:27Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5234",
    "occupationId": null
  },
  {
    "taskId": "uk-5234-T-14894",
    "score": 5,
    "band": "minimal",
    "range": [
      1,
      9
    ],
    "d": [
      0,
      3,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Routine aircraft maintenance is done with tools on the aircraft itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:58:27Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5234",
    "occupationId": null
  },
  {
    "taskId": "uk-5234-T-15042",
    "score": 8,
    "band": "minimal",
    "range": [
      1,
      15
    ],
    "d": [
      1,
      3,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Planning can be drafted, but the scheduled maintenance and inspection is physical work by approved staff.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:58:27Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5234",
    "occupationId": null
  },
  {
    "taskId": "uk-5234-T-17043",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      2,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Rebuilding an engine after parts are replaced is skilled hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:35:14.479Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5234",
    "occupationId": null
  },
  {
    "taskId": "uk-5234-T-17605",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      2,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Refitting an engine to the aircraft is heavy physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:35:14.479Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5234",
    "occupationId": null
  },
  {
    "taskId": "uk-5234-T-17741",
    "score": 4,
    "band": "minimal",
    "range": [
      0,
      8
    ],
    "d": [
      0,
      3,
      2,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Repairing wings and fuselage is skilled hands-on work carried out to an approved repair scheme.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:58:27Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5234",
    "occupationId": null
  },
  {
    "taskId": "uk-5234-T-17858",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Replacing parts with hand tools and precision instruments is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5234-T-03005",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning aircraft structures and parts is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:35:14.479Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5234",
    "occupationId": null
  },
  {
    "taskId": "uk-5234-T-03081",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning engines, sediment and screens is hands-on.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:35:14.479Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5234",
    "occupationId": null
  },
  {
    "taskId": "uk-5234-T-03137",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning surfaces ready for bonding is physical preparation work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5442",
    "occupationId": null
  },
  {
    "taskId": "uk-5234-T-04819",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      1,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting and aligning heavy parts takes several people physically handling them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:35:14.479Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5234",
    "occupationId": null
  },
  {
    "taskId": "uk-5234-T-04932",
    "score": 21,
    "band": "low",
    "range": [
      14,
      28
    ],
    "d": [
      2,
      2,
      0,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Arranging a repair can be organised digitally, but the machine still needs people beside it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1121",
    "occupationId": null
  },
  {
    "taskId": "uk-5234-T-07799",
    "score": 10,
    "band": "minimal",
    "range": [
      6,
      14
    ],
    "d": [
      1,
      3,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Written safety rules are easy to produce; a safe hangar depends on how people work in it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:58:27Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5234",
    "occupationId": null
  },
  {
    "taskId": "uk-5234-T-08850",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting and welding parts onto a vehicle is hands-on workshop work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5232",
    "occupationId": null
  },
  {
    "taskId": "uk-5234-T-10274",
    "score": 0,
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    "range": [
      0,
      4
    ],
    "d": [
      1,
      4,
      2,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Inspecting engines from ladders and scaffolds means being up there looking.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:35:14.479Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5234",
    "occupationId": null
  },
  {
    "taskId": "uk-5234-T-10341",
    "score": 8,
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    "range": [
      1,
      15
    ],
    "d": [
      1,
      3,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Testing damaged parts and marking defects is done with the part in hand, guided by approved procedures.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:35:14.479Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5234",
    "occupationId": null
  },
  {
    "taskId": "uk-5234-T-10413",
    "score": 13,
    "band": "minimal",
    "range": [
      6,
      20
    ],
    "d": [
      1,
      2,
      2,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking others' work means examining the actual aircraft, and the checker must be an approved inspector within the maintenance organisation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:58:27Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5234",
    "occupationId": null
  },
  {
    "taskId": "uk-5234-T-10834",
    "score": 66,
    "band": "high",
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      62,
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    ],
    "d": [
      3,
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      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Reading flight test data to work out what is wrong is analysis work software does well, with findings passed on for certification.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:58:27Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5234",
    "occupationId": null
  },
  {
    "taskId": "uk-5234-T-10843",
    "score": 56,
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    "range": [
      49,
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      2,
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      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Reading maintenance manuals and judging whether a repair is allowed is document work a licensed engineer owns.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:35:14.479Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5234",
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  {
    "taskId": "uk-5234-T-10864",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Working out what a service bulletin requires is careful reading of technical documents.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "occupationId": null
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  {
    "taskId": "uk-5234-T-11465",
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    ],
    "d": [
      1,
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      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Listening to a running engine means being beside it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
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  },
  {
    "taskId": "uk-5234-T-12010",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Maintenance records are structured paperwork, kept to strict aviation rules.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5234",
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  {
    "taskId": "uk-5234-T-13191",
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can help read the data, but running and monitoring the engine happens at the aircraft.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:58:27Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5234",
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  },
  {
    "taskId": "uk-5234-T-17552",
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      4
    ],
    "d": [
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      1,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Refuelling aircraft engines is physical work on the apron.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:35:14.479Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5234",
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  {
    "taskId": "uk-5234-T-17707",
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      4
    ],
    "d": [
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      4,
      2,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cutting out defective parts with drills and punches is hands-on.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:35:14.479Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5234",
    "occupationId": null
  },
  {
    "taskId": "uk-5234-T-17949",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Writing up faults found during maintenance is documentation work a qualified engineer must stand behind.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:35:14.479Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5234",
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  },
  {
    "taskId": "uk-5234-T-20948",
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      3
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    "confidence": "high",
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    "rationale": "Standard procedures are written down; following them is a person doing the job that way every time.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:58:27Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5234",
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  {
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      4
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      2,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Curing bonded structures is done with the equipment on the part.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:35:14.479Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5234",
    "occupationId": null
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  {
    "taskId": "uk-5234-T-05389",
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      4,
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Masking a repair area is done by hand around the panel.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
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    "scoredUnderOccupationId": "uk-soc-5232",
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  {
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      4
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cutting parts to fit is physical work at the bench.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8149",
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  {
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      4
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    "d": [
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      4,
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Forming metal with snips, brakes and mallets is physical shaping work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5449",
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  {
    "taskId": "uk-5234-T-10544",
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      2,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting refuelling stores and external tanks is heavy physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:35:14.479Z",
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    "scoredUnderOccupationId": "uk-soc-5234",
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  {
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      2
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    "confidence": "high",
    "unstable": true,
    "rationale": "Installing linkages and checking cable tension is precise hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "occupationId": null
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  {
    "taskId": "uk-5234-T-10652",
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      4
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    "d": [
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      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting electrical and plumbing components with hand tools is physical installation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:31:26.786Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2129",
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  {
    "taskId": "uk-5234-T-11507",
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      4
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    "d": [
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      0,
      2
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    "confidence": "high",
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    "rationale": "Marking reference lines onto parts is done with instruments on the part itself.",
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    "rationale": "An emergency call-out repair is hands-on at the aircraft, wherever it happens to be.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5234",
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    "rationale": "Trimming and shaping replacement body sections is skilled hand work.",
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    "rationale": "Lifting an engine out with hoists is physical work.",
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    "scoredUnderOccupationId": "uk-soc-5234",
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    "rationale": "Operational records are largely automatic once data is collected, though some checks are made around the site.",
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    "rationale": "Stock counts and ordering are routine record-and-reorder tasks that systems handle well.",
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      2
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    "confidence": "high",
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    "modelId": "claude-opus-5",
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    "rationale": "Applying varnish or paint to a surface is physical work no software can carry out.",
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      3
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    "confidence": "high",
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    "rationale": "Maintaining and repairing engines, motors and pumps is physical work.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
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    "scoredUnderOccupationId": "uk-soc-5231",
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    "rationale": "Painting and varnishing the ship is manual work with a brush.",
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    "confidence": "high",
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    "rationale": "Servicing and repairing an engine means working on the engine itself.",
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    "rationale": "Cutting and shaping boat parts with tools is physical craft work.",
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    "rationale": "Building boats safely alongside a team is physical work in the yard.",
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    "rationale": "Helping the crew with maintenance and repairs is hands-on work aboard.",
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    "rationale": "Checking a machine works properly means switching it on and looking at it.",
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    "rationale": "Fitting engine controls is physical installation work.",
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    "rationale": "Installing navigation kit on a vessel means wiring and mounting it aboard.",
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    "rationale": "Welding or bonding sections together is done with the torch in hand.",
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    "rationale": "Maintaining power systems in a yard or vessel is hands-on work with tools and test gear.",
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    "rationale": "The drawings can be read and interpreted digitally, but making the moulds and jigs is hands-on workshop work.",
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    "rationale": "Refuelling a vessel to test it is done at the quayside by hand.",
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    "rationale": "Running a lathe, mill, drill or grinder is done standing at the machine.",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5223",
    "occupationId": null
  },
  {
    "taskId": "uk-5235-T-19704",
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      4
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      4,
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Starting hoists and winches needs an operator on the spot.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5235",
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  },
  {
    "taskId": "uk-5235-T-20946",
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      6,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "The regulations are published, but complying with them is people working safely in the yard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:58:27Z",
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    "scoredUnderOccupationId": "uk-soc-5235",
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  },
  {
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      2,
      2
    ],
    "confidence": "low",
    "unstable": false,
    "rationale": "Explaining and problem-solving can be supported by notes, but boatbuilding snags get worked out at the boat.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5235",
    "occupationId": null
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  {
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      22
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      2,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Tests have to be run on the actual machinery, even though the procedures are written down.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:58:27Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5235",
    "occupationId": null
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  {
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      4
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    "d": [
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      4,
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      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Stripping and rebuilding a motor with hand tools is entirely physical.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5235",
    "occupationId": null
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Instructions are clear, but executing them involves the physical product.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3422",
    "occupationId": null
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  {
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Following method statements and keeping production records happens alongside the physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5319",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Maintaining ventilation systems means working on the ducts and fans aboard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5235",
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  {
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping machinery spaces clean and oil-free is physical work.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5235",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Maintaining water systems is hands-on site work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1212",
    "occupationId": null
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can help interpret readings, but running and watching the engine happens at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:58:27Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5235",
    "occupationId": null
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  {
    "taskId": "uk-5235-T-13273",
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      21,
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      2,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Engine readings are numbers software watches well, but a certificated engineer aboard is expected to keep the watch.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5235",
    "occupationId": null
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  {
    "taskId": "uk-5235-T-14099",
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      0,
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Running transfer pumps means being at the valves and controls.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3311",
    "occupationId": null
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  {
    "taskId": "uk-5235-T-15924",
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      4
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      4,
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      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Preparing and making safe a work area happens on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
    "occupationId": null
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  {
    "taskId": "uk-5235-T-19128",
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Selecting, using and storing tools and materials properly is physical work around the boat.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:58:27Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5235",
    "occupationId": null
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  {
    "taskId": "uk-5235-T-20014",
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      2,
      2,
      2
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    "confidence": "medium",
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    "rationale": "Supervising technicians on a vessel means being there to check the work and answer for it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5235",
    "occupationId": null
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      3
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    "rationale": "Checking equipment against published international rules is document work, and in a yard the certificate is issued by a surveyor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:58:27Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5235",
    "occupationId": null
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  {
    "taskId": "uk-5235-T-11742",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping engineering department records, including machine running data, is documentation work software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:58:27Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5235",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Tracking what is in date and in place suits software, but the equipment itself must be physically checked aboard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5235",
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      3
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    "unstable": false,
    "rationale": "Writing readings into a log is straightforward record work, though in a yard someone must take them at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5235",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Placing orders is straightforward admin, though someone still has to take the delivery aboard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5235",
    "occupationId": null
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    "taskId": "uk-5235-T-17377",
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      4
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    "unstable": false,
    "rationale": "Logging what stores were used is routine record-keeping that software already does very well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5235",
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      3
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    "rationale": "Writing up a fault is quick, but spotting it usually means being in the machinery space.",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Lining up carriage sides with gauges and spanners is heavy physical work in the workshop.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Building engines is hands-on assembly work that cannot be done from a screen.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      2
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    "unstable": false,
    "rationale": "Checking brakes and couplings means physically getting to them, even though the result is written down afterwards.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5236",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Finding defects on carriages and engines means physically getting to them and inspecting.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:58:27Z",
    "keyingScheme": "text+occupation",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Replacing faulty parts on a rail vehicle is hands-on repair work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
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    "rationale": "Safe practice is written down, but keeping to it is a person doing so in the depot or on track.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning equipment is physical work on the machine.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5223",
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    "unstable": false,
    "rationale": "Integrity and compliance checks are made against the finished physical work, so someone has to inspect it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:58:27Z",
    "keyingScheme": "text+occupation",
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    "unstable": false,
    "rationale": "Software drafts a good risk assessment from documented hazards, but rail-specific site conditions must be seen by a competent person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:58:27Z",
    "keyingScheme": "text+occupation",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Spotting wear and damage means climbing over and under the vehicle to look at it closely.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting control panels into carriages is physical installation work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5236",
    "occupationId": null
  },
  {
    "taskId": "uk-5236-T-10548",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting interior fixtures is hands-on installation inside the carriage.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5236",
    "occupationId": null
  },
  {
    "taskId": "uk-5236-T-10549",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Laying carriage flooring is physical work done in place.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5236",
    "occupationId": null
  },
  {
    "taskId": "uk-5236-T-10551",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Installing plumbing in a carriage requires hands, tools and being there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5236",
    "occupationId": null
  },
  {
    "taskId": "uk-5236-T-10552",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting interior wall panels is physical installation work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5236",
    "occupationId": null
  },
  {
    "taskId": "uk-5236-T-12263",
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    "band": "minimal",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Repairing mechanisms means working on the parts with tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5236",
    "occupationId": null
  },
  {
    "taskId": "uk-5236-T-17686",
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    "band": "minimal",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Lifting out mechanical units with hoists and jacks is heavy physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5236",
    "occupationId": null
  },
  {
    "taskId": "uk-5236-T-17743",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting steel and timber parts from drawings still means cutting and fixing them by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5236",
    "occupationId": null
  },
  {
    "taskId": "uk-5236-T-17771",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Patching a carriage roof is physical work carried out on the vehicle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5236",
    "occupationId": null
  },
  {
    "taskId": "uk-5236-T-17824",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Repairing steps and platforms is hands-on work with tools and materials.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5236",
    "occupationId": null
  },
  {
    "taskId": "uk-5236-T-17829",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Repairing seat upholstery is skilled handwork on the seats themselves.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5236",
    "occupationId": null
  },
  {
    "taskId": "uk-5236-T-17832",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Repairing window frames and fitting glass is physical work with hand tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5236",
    "occupationId": null
  },
  {
    "taskId": "uk-5236-T-17863",
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    "band": "minimal",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Replacing valves, pistons and rings is hands-on engine work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5236-T-17864",
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    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Replacing wiring and relays means reaching into the vehicle with electrician’s tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5236",
    "occupationId": null
  },
  {
    "taskId": "uk-5236-T-20536",
    "score": 7,
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    "range": [
      0,
      14
    ],
    "d": [
      1,
      3,
      1,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Testing brakes and air systems means operating real equipment on the train, with the results kept for safety records.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5236",
    "occupationId": null
  },
  {
    "taskId": "uk-5236-T-20555",
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    "range": [
      4,
      12
    ],
    "d": [
      1,
      3,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Running a machine to see what needs fixing means operating it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5223",
    "occupationId": null
  },
  {
    "taskId": "uk-5236-T-20611",
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    "range": [
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      4
    ],
    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Tightening connections is manual work with a screwdriver at the terminal.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9129",
    "occupationId": null
  },
  {
    "taskId": "uk-5236-T-20994",
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    "range": [
      1,
      9
    ],
    "d": [
      0,
      3,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Building and maintaining rail assets to engineering standards is physical work on the asset.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:58:27Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5236",
    "occupationId": null
  },
  {
    "taskId": "uk-5236-T-07167",
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    "band": "minimal",
    "range": [
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      4
    ],
    "d": [
      0,
      4,
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      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Stripping systems down for testing is hands-on dismantling work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5236",
    "occupationId": null
  },
  {
    "taskId": "uk-5236-T-07310",
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      4
    ],
    "d": [
      0,
      4,
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      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Taking pumps, valves and compressors apart is physical workshop work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5236",
    "occupationId": null
  },
  {
    "taskId": "uk-5236-T-08922",
    "score": 14,
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    "range": [
      7,
      21
    ],
    "d": [
      2,
      3,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "A checklist can be generated, but the belts and hoses have to be looked at and felt.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5236-T-12788",
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      4,
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      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Marking up an axle for boring is done on the metal itself with measuring tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5236",
    "occupationId": null
  },
  {
    "taskId": "uk-5236-T-12912",
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    "range": [
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      4
    ],
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      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Measuring parts with a micrometre requires handling them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:51:27.741Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5213",
    "occupationId": null
  },
  {
    "taskId": "uk-5236-T-20498",
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    "band": "minimal",
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    ],
    "d": [
      1,
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      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Testing electrical systems means operating them and putting meters on real circuits.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5236",
    "occupationId": null
  },
  {
    "taskId": "uk-5236-T-09061",
    "score": 43,
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      36,
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    "d": [
      2,
      1,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Gathering and reading rail drawings and plans is document work, though the specialist standards still need an experienced reader.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:58:27Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5236",
    "occupationId": null
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  {
    "taskId": "uk-5236-T-13561",
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      4
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    "d": [
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Moving materials and waste is physical handling.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:24:42.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9121",
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  {
    "taskId": "uk-5236-T-14602",
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      1,
      1,
      3
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    "confidence": "medium",
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    "rationale": "Overseeing repairs means being in the depot to judge the work and guide the people doing it.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5236",
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  {
    "taskId": "uk-5236-T-17037",
    "score": 29,
    "band": "low",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reading the specification is desk work, but working to it means doing the job itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
    "occupationId": null
  },
  {
    "taskId": "uk-5236-T-17341",
    "score": 93,
    "band": "very high",
    "range": [
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    "d": [
      4,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Recording repair and planned work is structured logging with a clear format.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5223",
    "occupationId": null
  },
  {
    "taskId": "uk-5236-T-17907",
    "score": 48,
    "band": "partial",
    "range": [
      41,
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    "d": [
      3,
      1,
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reporting recurring engineering problems is written work that can largely be drafted from records.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:35:14.479Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5249",
    "occupationId": null
  },
  {
    "taskId": "uk-5236-T-21080",
    "score": 69,
    "band": "high",
    "range": [
      65,
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    "d": [
      4,
      1,
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      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Updating service and repair records is routine structured writing that software does reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:58:27Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5236",
    "occupationId": null
  },
  {
    "taskId": "uk-5241-T-01464",
    "score": 0,
    "band": "minimal",
    "range": [
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      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Assembling circuitry by hand with tools is physical work that has to happen at the bench.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
    "occupationId": null
  },
  {
    "taskId": "uk-5241-T-06993",
    "score": 8,
    "band": "minimal",
    "range": [
      1,
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    ],
    "d": [
      1,
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      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Diagnosis here means connecting test gear to the equipment itself, even if the reasoning can be supported.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
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  },
  {
    "taskId": "uk-5241-T-10271",
    "score": 6,
    "band": "minimal",
    "range": [
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      13
    ],
    "d": [
      1,
      3,
      3,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Inspecting an installation means opening it up and testing it, and a qualified person must do so.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
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  {
    "taskId": "uk-5241-T-10452",
    "score": 0,
    "band": "minimal",
    "range": [
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    "d": [
      0,
      4,
      2,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Installing and connecting heavy electrical equipment is hands-on work at the site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
    "occupationId": null
  },
  {
    "taskId": "uk-5241-T-20511",
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      4
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      4,
      2,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Testing circuits means holding the probes on the equipment yourself.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
    "occupationId": null
  },
  {
    "taskId": "uk-5241-T-00476",
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      17,
      31
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      1,
      2,
      1,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The judgement can be reasoned from test results, but a qualified person's word carries the safety responsibility.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-5241-T-08753",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Fixing boxes to walls is straightforward physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
    "occupationId": null
  },
  {
    "taskId": "uk-5241-T-10506",
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    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      2,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Connecting earth leads to equipment is hands-on electrical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
    "occupationId": null
  },
  {
    "taskId": "uk-5241-T-14989",
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    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Running conduit through a building is physical installation work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
    "occupationId": null
  },
  {
    "taskId": "uk-5241-T-16889",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Pulling cables through conduit takes hands and physical effort on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
    "occupationId": null
  },
  {
    "taskId": "uk-5241-T-05210",
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      31,
      45
    ],
    "d": [
      2,
      1,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Outline installation plans can be drafted from a survey, though they depend on what the building allows.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
    "occupationId": null
  },
  {
    "taskId": "uk-5241-T-14207",
    "score": 75,
    "band": "high",
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      68,
      82
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Ordering the right equipment from a job list is routine administrative work done through systems.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
    "occupationId": null
  },
  {
    "taskId": "uk-5241-T-15843",
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    "range": [
      31,
      45
    ],
    "d": [
      2,
      1,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Drawing up wiring layouts against the regulations is desk work, but it depends on the actual building.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
    "occupationId": null
  },
  {
    "taskId": "uk-5241-T-17877",
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    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Replacing parts and instruments requires tools in hand at the equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
    "occupationId": null
  },
  {
    "taskId": "uk-5241-T-20743",
    "score": 18,
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    "range": [
      11,
      25
    ],
    "d": [
      2,
      2,
      1,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Teaching electrical work means demonstrating it and watching trainees practise safely.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
    "occupationId": null
  },
  {
    "taskId": "uk-5241-T-02657",
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    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Shovelling materials and preparing a site is physical work by definition.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
    "occupationId": null
  },
  {
    "taskId": "uk-5241-T-05116",
    "score": 93,
    "band": "very high",
    "range": [
      89,
      97
    ],
    "d": [
      4,
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      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping accurate job records in line with data protection rules is ordinary computer work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
    "occupationId": null
  },
  {
    "taskId": "uk-5241-T-15557",
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      57,
      71
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      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Cost estimating from a materials list and labour rates is calculation that estimating software already does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-5241-T-00864",
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    "band": "partial",
    "range": [
      51,
      65
    ],
    "d": [
      2,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Working through a design on paper to plan the build is analysis that suits software well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
    "occupationId": null
  },
  {
    "taskId": "uk-5241-T-08936",
    "score": 9,
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      2,
      16
    ],
    "d": [
      1,
      3,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Safe working is something done with your body on site, even though the rules are written down.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
    "occupationId": null
  },
  {
    "taskId": "uk-5241-T-10829",
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    "band": "partial",
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      51,
      65
    ],
    "d": [
      2,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Reading drawings to identify parts is document work, though technical drawings still trip software up.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
    "occupationId": null
  },
  {
    "taskId": "uk-5241-T-20559",
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      0,
      7
    ],
    "d": [
      0,
      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": true,
    "rationale": "Testing an assembly means connecting instruments to it in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:35:34.990Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-5241-T-07905",
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      19,
      33
    ],
    "d": [
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      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking against specification happens through back-and-forth with the people making the parts.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
    "occupationId": null
  },
  {
    "taskId": "uk-5241-T-10222",
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      4
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    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Inspecting and maintaining plant is hands-on work at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
    "occupationId": null
  },
  {
    "taskId": "uk-5241-T-10670",
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      4
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    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Installing and repairing machinery needs tools and hands on the equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
    "occupationId": null
  },
  {
    "taskId": "uk-5241-T-11529",
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      4
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      4,
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      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Putting a fault right means working on the equipment itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
    "occupationId": null
  },
  {
    "taskId": "uk-5241-T-16980",
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      51,
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      2,
      0,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Working out an assembly sequence from drawings is planning done away from the bench.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
    "occupationId": null
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  {
    "taskId": "uk-5241-T-00676",
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      0,
      4
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Aligning and fitting parts is manual assembly work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
    "occupationId": null
  },
  {
    "taskId": "uk-5241-T-01544",
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      2,
      16
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    "d": [
      1,
      3,
      1,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Assessing the condition of plant means taking readings on the equipment in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
    "occupationId": null
  },
  {
    "taskId": "uk-5241-T-09946",
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      30,
      44
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      2,
      1,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Designing the programme is desk work, but keeping equipment reliable happens around the machines.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
    "occupationId": null
  },
  {
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      22,
      36
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      2,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Programming can be done at a screen, but the hardware still has to be installed and connected.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:35:34.990Z",
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    "scoredUnderOccupationId": null,
    "occupationId": null
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      4
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    "d": [
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      4,
      1,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping infrastructure plant running safely is hands-on maintenance work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
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  },
  {
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      0,
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Writing test results up into proper documentation is desk work once the readings exist.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-5241-T-17037",
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      22,
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      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reading the specification is desk work, but working to it means doing the job itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
    "occupationId": null
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  {
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Servicing and repairing machinery is physical work with tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
    "occupationId": null
  },
  {
    "taskId": "uk-5241-T-01493",
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      4
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    "d": [
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Assembling parts with hand and power tools is manual work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5319",
    "occupationId": null
  },
  {
    "taskId": "uk-5241-T-06243",
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    "band": "high",
    "range": [
      68,
      76
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    "d": [
      3,
      0,
      1,
      0,
      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Checking components against published environmental standards is documented desk work with plenty of reference material available.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:58:27Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5241",
    "occupationId": null
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  {
    "taskId": "uk-5241-T-10234",
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Measuring finished products with precision instruments requires handling them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      2
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      3
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      2
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      3
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      2
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      3
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      2
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      2
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    "rationale": "Shift handovers are mostly information passing, which written logs already capture well.",
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    "rationale": "Compliance on a construction site is shown through how the work is actually carried out.",
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      2,
      0,
      0,
      2
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    "unstable": false,
    "rationale": "Adapting on the spot to what a site throws at you is judgement made in the moment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
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      2,
      0,
      0,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software faults can be chased at a screen, but faulty control hardware needs someone at the panel.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
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  {
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      59,
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      1,
      0,
      3
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    "rationale": "Writing survey findings up into a recommendations report is document work.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
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  {
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      0,
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Personal responsibility for safety is shown through how someone behaves on the job.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
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  {
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      3
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    "rationale": "Surveys need someone walking the site, though the write-up afterwards is desk work.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5241",
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Risk assessments and method statements follow standard formats, so drafting them is mostly document work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
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  {
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      4
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Mounting panels on brackets and struts is physical work.",
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    "modelId": "claude-opus-5",
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      4,
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fixing mountings to a roof is physical work at height.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Sticking labels onto installed equipment is a physical job.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "d": [
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      4,
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Servicing a solar thermal system means working on the equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "uk-5241-T-06133",
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      25,
      39
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    "d": [
      2,
      1,
      2,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Connection requirements are published, but the network application and design responsibility rest with a qualified installer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
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  },
  {
    "taskId": "uk-5241-T-10229",
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      0,
      4
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    "d": [
      0,
      4,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Testing panels and arrays requires instruments on the installation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
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  {
    "taskId": "uk-5241-T-10570",
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      0,
      4
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      4,
      1,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Wiring an array together is hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
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  },
  {
    "taskId": "uk-5241-T-15169",
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      25,
      39
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      2,
      1,
      2,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Planning follows published regulations, but the design has to be signed off by someone qualified.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      18,
      32
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      2,
      2,
      1,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can draft a solar layout from maps and specifications, but roof condition and shading still need a proper site visit.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:58:27Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5241",
    "occupationId": null
  },
  {
    "taskId": "uk-5241-T-06193",
    "score": 83,
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      76,
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      3,
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      0,
      0,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Working out the best angle and direction is a calculation using publicly available sunlight data.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
    "occupationId": null
  },
  {
    "taskId": "uk-5241-T-00988",
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      68,
      82
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Analysing generation data to improve output is number work done at a computer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
    "occupationId": null
  },
  {
    "taskId": "uk-5241-T-01583",
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      59,
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    "d": [
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      0,
      1,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Circuit requirements follow published wiring rules and can be worked out from the design.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
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  {
    "taskId": "uk-5241-T-02870",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Checking terminations, polarity and earthing means testing the installation by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
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  {
    "taskId": "uk-5241-T-06094",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Sizing protective devices is calculation against published wiring rules, but the design carries professional responsibility.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Shading and area can be studied remotely, but structural integrity has to be judged on the roof.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:27.864Z",
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  {
    "taskId": "uk-5241-T-10433",
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    "d": [
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      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Installing collectors, pumps and fans is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:27.864Z",
    "keyingScheme": "text-only",
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  {
    "taskId": "uk-5241-T-10541",
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    "d": [
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      4,
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      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting heat exchangers and filling fluids is hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
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    "scoredUnderOccupationId": null,
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  {
    "taskId": "uk-5241-T-11977",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Routine maintenance of panels and arrays happens on the roof.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Some configuration can be done remotely, but inverters usually need setting up at the unit.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
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      3
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    "rationale": "Testing output means taking readings at the installation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Assembling devices is manual work.",
    "promptVersion": "task_scoring_v1.0",
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    "confidence": "medium",
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    "rationale": "Helping installers happens alongside them while the system goes in.",
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    "modelId": "claude-opus-5",
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      2
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    "rationale": "Connecting tanks and heaters to power and water is hands-on work.",
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      3
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    "unstable": false,
    "rationale": "Showing a client how their system works happens in person at the property.",
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      2
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    "confidence": "medium",
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    "rationale": "Hazard checklists are well documented, but recognizing the risks on a specific roof needs someone standing on it.",
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    "modelId": "claude-opus-5",
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      3
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    "rationale": "Layout methods are set out in installer guidance, though the roof itself decides what is possible.",
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    "modelId": "claude-opus-5",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting pumps and pipework is hands-on work.",
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    "modelId": "claude-opus-5",
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    "unstable": false,
    "rationale": "Fitting meters and gauges into a system is physical work.",
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    "scoredUnderOccupationId": null,
    "occupationId": null
  },
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    "taskId": "uk-5241-T-18843",
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      75,
      83
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      4,
      0,
      0,
      1,
      3
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    "confidence": "high",
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    "rationale": "Booking and tracking inspections is administrative scheduling done through email and systems.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
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  },
  {
    "taskId": "uk-5241-T-20552",
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      0,
      4
    ],
    "d": [
      0,
      4,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Measuring operating voltages requires instruments on the equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:27.864Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-5241-T-01704",
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      49,
      63
    ],
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      3,
      1,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Performance assessment is mostly data analysis, with occasional checks at the installation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
    "occupationId": null
  },
  {
    "taskId": "uk-5241-T-02912",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Finding leaks means looking at and feeling the pipework.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
    "occupationId": null
  },
  {
    "taskId": "uk-5241-T-05678",
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    "range": [
      0,
      14
    ],
    "d": [
      1,
      3,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Teaching an owner to look after their system happens beside the equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
    "occupationId": null
  },
  {
    "taskId": "uk-5241-T-06826",
    "score": 58,
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    "range": [
      51,
      65
    ],
    "d": [
      2,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Specifications can be drafted, but useful ones come from experience of what slows installations down.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
    "occupationId": null
  },
  {
    "taskId": "uk-5241-T-09661",
    "score": 58,
    "band": "partial",
    "range": [
      51,
      65
    ],
    "d": [
      2,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Finding savings needs detailed knowledge of how these particular jobs actually run.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
    "occupationId": null
  },
  {
    "taskId": "uk-5241-T-10491",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cutting and joining pipework is manual work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
    "occupationId": null
  },
  {
    "taskId": "uk-5241-T-10554",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Lead flashing is skilled physical roofing work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
    "occupationId": null
  },
  {
    "taskId": "uk-5241-T-10602",
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    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting valves, tanks and tubes is hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
    "occupationId": null
  },
  {
    "taskId": "uk-5241-T-15089",
    "score": 68,
    "band": "high",
    "range": [
      61,
      75
    ],
    "d": [
      3,
      0,
      0,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Sequencing the work is planning, though it leans on knowing the crew and the site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
    "occupationId": null
  },
  {
    "taskId": "uk-5241-T-15786",
    "score": 75,
    "band": "high",
    "range": [
      68,
      82
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Quoting from a survey and a price list is calculation and document work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
    "occupationId": null
  },
  {
    "taskId": "uk-5241-T-19089",
    "score": 64,
    "band": "high",
    "range": [
      57,
      71
    ],
    "d": [
      3,
      0,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Product selection follows documented specifications, though customers weigh the advice of the person recommending it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
    "occupationId": null
  },
  {
    "taskId": "uk-5241-T-14267",
    "score": 75,
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      68,
      82
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    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Ordering supplies against a maintenance schedule is routine administrative work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
    "occupationId": null
  },
  {
    "taskId": "uk-5242-T-00993",
    "score": 75,
    "band": "high",
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      68,
      82
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    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Reading test data to work out what has failed is pattern analysis over numbers, which software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5223",
    "occupationId": null
  },
  {
    "taskId": "uk-5242-T-06993",
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    ],
    "d": [
      1,
      3,
      0,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Diagnosis here means connecting test gear to the equipment itself, even if the reasoning can be supported.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
    "occupationId": null
  },
  {
    "taskId": "uk-5242-T-08820",
    "score": 38,
    "band": "low",
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      31,
      45
    ],
    "d": [
      3,
      2,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "A lot of fault finding is now done from test systems, though plenty still means going out to the line.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5242",
    "occupationId": null
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  {
    "taskId": "uk-5242-T-10480",
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      4
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    "d": [
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      4,
      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Laying fibre cable is physical work in ducts, on poles and in trenches.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5242",
    "occupationId": null
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  {
    "taskId": "uk-5242-T-00237",
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      6,
      14
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    "d": [
      1,
      3,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Software can work out the right settings, but the adjustment is made by hand at the equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:58:27Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5242",
    "occupationId": null
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  {
    "taskId": "uk-5242-T-06002",
    "score": 50,
    "band": "partial",
    "range": [
      43,
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    "d": [
      2,
      0,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Network design is desk work software assists with, though real deployments depend on local conditions.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5242",
    "occupationId": null
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  {
    "taskId": "uk-5242-T-08892",
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      6,
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    "d": [
      1,
      3,
      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fixing telecoms equipment means hands on the hardware.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5242",
    "occupationId": null
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  {
    "taskId": "uk-5242-T-10485",
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      4
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    "d": [
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      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Installing communication equipment and data lines is hands-on work with tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
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  {
    "taskId": "uk-5242-T-10576",
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    "d": [
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      4,
      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Installing cabinets and connection points is physical work in the street.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5242",
    "occupationId": null
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  {
    "taskId": "uk-5242-T-11846",
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    "band": "minimal",
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      4
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    "d": [
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      4,
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Maintaining masts means climbing and working on the structure.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5242",
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    "taskId": "uk-5242-T-17861",
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      4,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Swapping out faulty kit and wiring is hands-on work.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
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    "scoredUnderOccupationId": "uk-soc-5242",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Configuration can be generated, but the network still has to be physically built and connected.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5242",
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    "d": [
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      4,
      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Checking a machine works properly means switching it on and looking at it.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:13:44.082Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6131",
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      4,
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      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Digging cable trenches is physical ground work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9129",
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  {
    "taskId": "uk-5242-T-09724",
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    "range": [
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    "d": [
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      1,
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Choosing a repair method from test results follows documented practice that software can work through.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5250",
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  {
    "taskId": "uk-5242-T-10617",
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      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting relays and ringers in exchange equipment is hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5242",
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  {
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Laying cable in a trench is manual and machine work on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5319",
    "occupationId": null
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  {
    "taskId": "uk-5242-T-13715",
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      4,
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Spotting colour differences happens with the cable in your hands.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5242",
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    "taskId": "uk-5242-T-17629",
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Remaking connections means physically rewiring the circuit.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5242",
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  {
    "taskId": "uk-5242-T-20537",
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    "d": [
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      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Testing mechanical equipment means running it and watching what it does.",
    "promptVersion": "task_scoring_v1.0",
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  },
  {
    "taskId": "uk-5242-T-20587",
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      3
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  },
  {
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    "rationale": "Answering enquiries by phone is well within chat tools, but the face-to-face half still needs someone in the room.",
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  {
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      3
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    "rationale": "Fixing a fault through remote software is exactly the kind of work that can be automated.",
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  {
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      3
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    "rationale": "Changing a customer’s equipment means working on it physically.",
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    "modelId": "claude-opus-5",
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  {
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    "modelId": "claude-opus-5",
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    "rationale": "Raising a support request with the right detail is straightforward, well-structured communication.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
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    "rationale": "Installing TV connections means running cable inside someone’s property.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
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    "rationale": "Clearing and tidying a work area is physical work done in the space itself.",
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    "rationale": "A home service call means travelling to the customer and working on their equipment.",
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    "confidence": "high",
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    "rationale": "Repairing kit means opening it up and replacing or resoldering parts by hand.",
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    "rationale": "Tuning equipment means adjusting the physical device until the picture or sound is right.",
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    "modelId": "claude-opus-5",
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    "rationale": "Checking a machine works properly means switching it on and looking at it.",
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  {
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    "rationale": "Fitting an aerial or dish means getting on the roof with tools.",
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    "rationale": "Mounting and wiring speakers is physical installation work in the room.",
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    "rationale": "The explanation is easy to draft, but customers usually want it from the person who saw the car.",
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    "rationale": "Fault management systems are already software, and tracking and closing tickets automates readily.",
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    "rationale": "Each site sets its own rules, so most of what matters is local knowledge applied in person rather than written guidance.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:58:27Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5243",
    "occupationId": null
  },
  {
    "taskId": "uk-5243-T-07866",
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      31,
      45
    ],
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      2,
      1,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Security and data-protection policy work is mostly written and checkable, though someone must still follow it with customer equipment in hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:58:27Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5243",
    "occupationId": null
  },
  {
    "taskId": "uk-5243-T-10830",
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      36,
      50
    ],
    "d": [
      2,
      1,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can read engineering drawings and explain details, though the fitter confirms them against what is on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8159",
    "occupationId": null
  },
  {
    "taskId": "uk-5243-T-13920",
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      0,
      4
    ],
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      4,
      0,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Running equipment during a shoot means being on set operating it live.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:55:08.075Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5243",
    "occupationId": null
  },
  {
    "taskId": "uk-5243-T-18448",
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      0,
      4
    ],
    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Sending units away for major repair involves physically packing and moving the equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:55:08.075Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5243",
    "occupationId": null
  },
  {
    "taskId": "uk-5243-T-11163",
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      89,
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    ],
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      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping work order records is structured data entry that systems already largely automate.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:31:26.786Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2129",
    "occupationId": null
  },
  {
    "taskId": "uk-5243-T-02411",
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      89,
      97
    ],
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      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Costing labour and materials from rates and quantities is spreadsheet arithmetic.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:31:26.786Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2129",
    "occupationId": null
  },
  {
    "taskId": "uk-5243-T-07997",
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      0,
      4
    ],
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Packing, moving and storing equipment safely is physical handling work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:55:08.075Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5243",
    "occupationId": null
  },
  {
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      68,
      82
    ],
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      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Working out what a system does from block diagrams is reading and reasoning, which software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:55:08.075Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5243",
    "occupationId": null
  },
  {
    "taskId": "uk-5243-T-14428",
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      71,
      79
    ],
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      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Sorting and prioritising a work queue against deadlines is scheduling work that software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:05:04.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7211",
    "occupationId": null
  },
  {
    "taskId": "uk-5243-T-09534",
    "score": 64,
    "band": "high",
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      57,
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    "d": [
      3,
      0,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Spotting that a network problem needs escalating and raising it is routine, well-documented desk work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:55:08.075Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5243",
    "occupationId": null
  },
  {
    "taskId": "uk-5243-T-12177",
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      49,
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    ],
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      3,
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      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Network tuning is done through configuration screens, and tools increasingly suggest the changes themselves.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:55:08.075Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5243",
    "occupationId": null
  },
  {
    "taskId": "uk-5243-T-13337",
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      49,
      63
    ],
    "d": [
      3,
      1,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Monitoring tools flag problems automatically, but restoring service sometimes needs someone on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2132",
    "occupationId": null
  },
  {
    "taskId": "uk-5244-T-04147",
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      5,
      13
    ],
    "d": [
      1,
      3,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "On-site maintenance means physically working on the machines in the building.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.435Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5244",
    "occupationId": null
  },
  {
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      41,
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      0,
      1,
      3
    ],
    "confidence": "medium",
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    "rationale": "Fault diagnosis works largely from logs and error messages, which software reads and interprets quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.435Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5244",
    "occupationId": null
  },
  {
    "taskId": "uk-5244-T-08891",
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      2,
      0,
      1,
      3
    ],
    "confidence": "medium",
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    "rationale": "Some fixes are configuration changes software can make, but plenty need hands on the hardware.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.435Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5244",
    "occupationId": null
  },
  {
    "taskId": "uk-5244-T-13244",
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      89,
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    ],
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      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Watching systems for malfunctions is already done better by automated monitoring than by people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.435Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5244",
    "occupationId": null
  },
  {
    "taskId": "uk-5244-T-19410",
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      5,
      13
    ],
    "d": [
      1,
      3,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Setting up a new PC means physically unboxing, connecting and handing it over.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.435Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5244",
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  },
  {
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      0,
      0,
      3
    ],
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    "rationale": "Logs and diagnostics let software narrow a fault down well, but confirming and reaching it usually needs someone at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:58:27Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5244",
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  },
  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Patching and tuning systems is largely scripted work, though some upgrades still need hardware access.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.435Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5244",
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  },
  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Planning equipment layout is desk analysis tools do well, though the room itself has to be seen.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:34:23.812Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2133",
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  {
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      3
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    "rationale": "Working out a hardware configuration from stated requirements is documented technical analysis tools handle well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:34:23.812Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2133",
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  {
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      3
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    "unstable": false,
    "rationale": "Testing hardware and systems often means physically connecting and observing equipment, limiting what software can do alone.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:34:23.812Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2133",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software deployment is scripted, repeatable work that automation already handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.435Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5244",
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  },
  {
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Operating system installs are largely automated images and scripts, with occasional hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.435Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5244",
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  },
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      1
    ],
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    "rationale": "Modifying equipment means working on the equipment.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5223",
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Backups have been run on a schedule by software for years; the person just confirms they worked.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2139",
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  },
  {
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      4
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    "rationale": "Matching hardware to a written specification is documented desk work with abundant published product information.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:58:27Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5244",
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  {
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      0,
      0,
      3
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    "rationale": "Functional and performance testing is well-documented, largely scripted work software increasingly does itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.435Z",
    "keyingScheme": "text-only",
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      3
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    "confidence": "medium",
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    "rationale": "Software upgrades can be automated, but hardware and network kit must be physically changed.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.435Z",
    "keyingScheme": "text-only",
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  {
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      3
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    "rationale": "Spotting patterns in error and downtime data is number-crunching software does quickly and well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Assembling equipment is physical work with the parts in front of you.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.435Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5244",
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  {
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      0,
      3
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    "rationale": "Automated testing and diagnosis is exactly the kind of repeatable technical work software performs well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.435Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5244",
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  },
  {
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      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Specifications can be analysed automatically, but working out how hardware and software must fit runs through engineering discussion.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.435Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5244",
    "occupationId": null
  },
  {
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      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Shutdown notices are routine messages software can prepare, though a responsible person still confirms and sends them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:30:10.708Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-5246-T-17037",
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      22,
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      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Reading the specification is desk work, but working to it means doing the job itself.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
    "occupationId": null
  },
  {
    "taskId": "uk-5246-T-19273",
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    "band": "minimal",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Setting forms for heavy equipment is physical construction work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5246",
    "occupationId": null
  },
  {
    "taskId": "uk-5246-T-20887",
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      34,
      48
    ],
    "d": [
      3,
      2,
      0,
      0,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Software problems can often be fixed remotely, while hardware faults still need someone with the device.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5246",
    "occupationId": null
  },
  {
    "taskId": "uk-5246-T-01423",
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      3,
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    "d": [
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      3,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Splicing and terminating cables in the right order is careful hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5246",
    "occupationId": null
  },
  {
    "taskId": "uk-5246-T-03661",
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    "band": "high",
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      57,
      71
    ],
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      0,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Routine correspondence with suppliers and clients is drafting and tracking that software does quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5246",
    "occupationId": null
  },
  {
    "taskId": "uk-5246-T-07177",
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      4
    ],
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Disconnecting equipment from high-voltage lines is physical work that must be done at the line.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5246",
    "occupationId": null
  },
  {
    "taskId": "uk-5246-T-09357",
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    "band": "partial",
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      35,
      49
    ],
    "d": [
      3,
      1,
      1,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Completion handovers are structured paperwork, though someone must confirm the work is genuinely finished.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5246",
    "occupationId": null
  },
  {
    "taskId": "uk-5246-T-12106",
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    "band": "high",
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      65,
      73
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    "d": [
      4,
      1,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Stock control and reordering is automated record-keeping, though the shelves have to be checked.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5223",
    "occupationId": null
  },
  {
    "taskId": "uk-5246-T-12768",
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    "band": "minimal",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Making parts on workshop machinery is physical manufacturing.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5246",
    "occupationId": null
  },
  {
    "taskId": "uk-5246-T-15385",
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      0,
      4
    ],
    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Pouring concrete footings is physical site work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5246",
    "occupationId": null
  },
  {
    "taskId": "uk-5246-T-18852",
    "score": 75,
    "band": "high",
    "range": [
      71,
      79
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    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Scheduling maintenance within a budget is planning and spreadsheet work software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2122",
    "occupationId": null
  },
  {
    "taskId": "uk-5246-T-01428",
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      30,
      44
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    "d": [
      2,
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      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Arranging a bespoke monitoring system is mostly planning and coordination, with site work done by others.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5246",
    "occupationId": null
  },
  {
    "taskId": "uk-5246-T-00167",
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      1,
      15
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      3,
      0,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Fixing what has gone wrong means being on the farm to see and sort it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:25:34.214Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5111",
    "occupationId": null
  },
  {
    "taskId": "uk-5249-T-01947",
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      4,
      12
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      3,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Upgrading broadcast kit means physically working on the equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2124",
    "occupationId": null
  },
  {
    "taskId": "uk-5249-T-10499",
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      4,
      12
    ],
    "d": [
      1,
      3,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Putting broadcast systems into a building is physical installation work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2124",
    "occupationId": null
  },
  {
    "taskId": "uk-5249-T-01375",
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      41,
      55
    ],
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      3,
      1,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Logging faults and calling out repairers is scheduling work software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
  },
  {
    "taskId": "uk-5249-T-02717",
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      4
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      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Repairing equipment is physical work on the item itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5223",
    "occupationId": null
  },
  {
    "taskId": "uk-5249-T-07581",
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      51,
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      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can assemble a rough cut, but a broadcast-standard edit still needs an editor's judgement throughout.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:27:23.895Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-5249-T-11685",
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      4
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Maintaining and repairing broadcast equipment is hands-on engineering work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:05:04.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3417",
    "occupationId": null
  },
  {
    "taskId": "uk-5249-T-13153",
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      0,
      3
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    "confidence": "medium",
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    "rationale": "Where readings are already fed to a system, logging and watching them is routine data work software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:58:27Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5249",
    "occupationId": null
  },
  {
    "taskId": "uk-5249-T-17591",
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Picture levels can be adjusted automatically, but the console sits in the gallery and someone watches the output.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2124",
    "occupationId": null
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  {
    "taskId": "uk-5249-T-19351",
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      4
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Setting up links at an outside broadcast means being on location with the kit.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2124",
    "occupationId": null
  },
  {
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Safe working practices are written down, but keeping to them is a person doing so on the job.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:58:27Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5249",
    "occupationId": null
  },
  {
    "taskId": "uk-5249-T-03582",
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    "band": "low",
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      32,
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      3,
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      0,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Fault reports and escalation messages draft well, though judging urgency stays with the engineer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:35:14.479Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5249",
    "occupationId": null
  },
  {
    "taskId": "uk-5249-T-08304",
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      0,
      3
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    "rationale": "Software can measure levels and faults, but judging whether the sound is right needs trained ears.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:05:04.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3417",
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  {
    "taskId": "uk-5249-T-11718",
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      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Looking after test equipment means physically checking and calibrating it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2124",
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  {
    "taskId": "uk-5249-T-12233",
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      0,
      1
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    "confidence": "high",
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    "rationale": "Modifying equipment means working on the equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5223",
    "occupationId": null
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  {
    "taskId": "uk-5249-T-13418",
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Automatic monitoring already checks levels and whether output is airing, and the calls to colleagues are brief and routine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "occupationId": null
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  {
    "taskId": "uk-5249-T-17592",
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      0,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Riding the faders during a recording session means being at the console as it happens.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:31:26.786Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2129",
    "occupationId": null
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  {
    "taskId": "uk-5249-T-19425",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Setting up studio equipment means handling it in the room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:05:04.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3417",
    "occupationId": null
  },
  {
    "taskId": "uk-5249-T-02840",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Adjusting an aerial position means physically climbing to it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2124",
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  {
    "taskId": "uk-5249-T-11719",
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Much computer and network upkeep can be done remotely, though some jobs still need a visit.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2124",
    "occupationId": null
  },
  {
    "taskId": "uk-5249-T-15295",
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    "d": [
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      1,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Playout and recording already run from automation systems with very little human input.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2124",
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  {
    "taskId": "uk-5249-T-17352",
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      3
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      2
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    "modelId": "claude-opus-5",
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      3
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    "rationale": "Earthing systems are dug in, connected and tested by hand at the site.",
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    "rationale": "This is outdoor live cable work in all weather, and the law restricts live working to authorised competent people.",
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    "rationale": "Using drills and grinders is hands-on work.",
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    "rationale": "Getting tools and safety kit ready is physical preparation before the job.",
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    "rationale": "Splicing cable is done with tools in hand.",
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    "rationale": "Ringing out conductors against the diagram means physically testing each cable in the panel.",
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    "rationale": "Driving tools and materials to site is physical work behind the wheel.",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9139",
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  {
    "taskId": "uk-5249-T-14769",
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      31,
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      1,
      0,
      3
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    "scoredUnderOccupationId": "uk-soc-5249",
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  {
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      1,
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      2
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    "rationale": "Cutting back trees near cables is outdoor physical work.",
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  {
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      14
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      3,
      1
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    "rationale": "Getting through to someone who struggles to communicate depends on being present and adapting in the moment.",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6136",
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  {
    "taskId": "uk-5249-T-07881",
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      3
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    "rationale": "Keeping consumables in stock is ordering and tracking work that systems already do.",
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  {
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      2,
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      2
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    "rationale": "Signalling equipment is tested by hand on the railway, and testers are expected to hold a recognised signalling licence.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5249",
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  {
    "taskId": "uk-5249-T-09061",
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      36,
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      3
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  },
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      2
    ],
    "confidence": "high",
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    "rationale": "Operating derails, points and retarders is done at the trackside controls.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5249",
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  {
    "taskId": "uk-5249-T-19525",
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      1,
      2
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    "rationale": "Signalling brake and points changes happens live in the yard.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5249",
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  {
    "taskId": "uk-5249-T-07126",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Directing carriages being joined or split is done trackside as the moves happen.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5249",
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  },
  {
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      3,
      1,
      0,
      3
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    "unstable": false,
    "rationale": "Renewing and modifying railway infrastructure is physical work on the track.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5249",
    "occupationId": null
  },
  {
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Placing flares and flags in front of and behind a stopped train is physical work on the track.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:43:16.830Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-5249-T-21252",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Signalling drivers during coupling has to be done in the yard as it happens.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      3
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    "rationale": "Spotting defects on track and rolling stock means physically getting to them and looking.",
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    "keyingScheme": "text+occupation",
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  {
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      3
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    "confidence": "high",
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    "rationale": "Rail assets are built and maintained by hand on the track, with the engineering standards read beforehand.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5249",
    "occupationId": null
  },
  {
    "taskId": "uk-5249-T-02956",
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Confirming brake tests actually happened in the yard means being there or trusting people who were.",
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  {
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    "rationale": "Directing yard workers means watching and instructing as moves happen, though schedules can be prepared.",
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    "scoredUnderOccupationId": "uk-soc-5249",
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  {
    "taskId": "uk-5249-T-10675",
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    "d": [
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Installing and replacing assets is physical work, however clearly the specification is written.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "taskId": "uk-5249-T-21585",
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      1,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Watching for crew signals is live observation on the ground.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5249",
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  {
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      3
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    "rationale": "Keeping asset records accurate and complete is screen-based data work that software does well.",
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    "rationale": "Looking out for track obstructions needs eyes on the line from the cab.",
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    "confidence": "high",
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    "rationale": "Climbing to set brakes on carriage roofs is physical work.",
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    "modelId": "claude-opus-5",
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      3
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    "rationale": "Investigating why equipment failed is structured analysis, though evidence comes from the machine itself.",
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    "scoredAt": "2026-08-04T18:13:19.389Z",
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    "scoredUnderOccupationId": "uk-soc-5231",
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    "rationale": "Recording how many wagons are available is routine data entry, easier still where systems track them automatically.",
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    "rationale": "Turning handwheels to stop wagons is done by hand at the wagon.",
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      2
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    "unstable": false,
    "rationale": "Lubricating machinery is physical work.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5231",
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    "rationale": "Overseeing repairs means being there to judge the work and direct the people doing it.",
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    "rationale": "Logging what service each wagon needs is straightforward record keeping.",
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    "rationale": "Software can supply the safety guidance, but staying safe around metal and electrical work is something a supervisor does in the room.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
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    "rationale": "Keeping a workshop safe means being there watching how people actually work.",
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    "rationale": "Planning and tracking a maintenance programme is scheduling work that software handles well.",
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  {
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    "rationale": "Checking equipment is hands-on, and for electrical kit an electrically competent person is expected to do it rather than a machine.",
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    "rationale": "Checking and servicing tools is hands-on workshop work.",
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    "modelId": "claude-opus-5",
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  {
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    "rationale": "Matching jobs to people, kit and priorities is a scheduling problem software is good at.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:41:42.725Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1224",
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    "keyingScheme": "text+occupation",
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  },
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      2,
      2
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5250",
    "occupationId": null
  },
  {
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      52,
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      1,
      0,
      0,
      3
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    "confidence": "high",
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:27.864Z",
    "keyingScheme": "text-only",
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    "occupationId": null
  },
  {
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      2,
      16
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      1,
      3,
      1,
      0,
      3
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    "unstable": false,
    "rationale": "Inspecting and testing finished units means handling them and running the tests.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5250",
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  {
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      57,
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      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Drawing up a work plan from known jobs and resources is scheduling software does quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5250",
    "occupationId": null
  },
  {
    "taskId": "uk-5250-T-20740",
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      2,
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      3,
      0,
      2,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Teaching someone a practical job means showing them at the bench or machine.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
    "occupationId": null
  },
  {
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      1,
      3,
      2
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    "unstable": false,
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5250",
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  },
  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Pulling together time, production and stock records is routine compilation work.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3544",
    "occupationId": null
  },
  {
    "taskId": "uk-5250-T-04364",
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      0,
      2,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Teaching repair techniques means demonstrating with the tools in front of trainees.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5250",
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  },
  {
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      3
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    "rationale": "Working out resource needs is planning work, though agreeing them happens in conversation with managers.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:08:06.879Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2127",
    "occupationId": null
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  {
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      0,
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      3
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    "unstable": false,
    "rationale": "The drawings and work orders can be read on a screen, but the site itself has to be visited.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5250",
    "occupationId": null
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  {
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      2
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    "confidence": "high",
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    "rationale": "Measuring finished work means physically checking it with instruments.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5250",
    "occupationId": null
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    "taskId": "uk-5250-T-13396",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Production rates come straight from machine data, so measuring output is well suited to automatic reporting.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1121",
    "occupationId": null
  },
  {
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      1,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can draft the paperwork, but the call rests on close personal knowledge of each worker that only the supervisor on the floor has.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5250",
    "occupationId": null
  },
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      2
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    "unstable": false,
    "rationale": "Reading the drawings is something software does well; making templates and marking out reference points is hands-on.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
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    "taskId": "uk-5250-T-02472",
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      3
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    "confidence": "high",
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    "rationale": "Costing materials, transport, labour and hire is arithmetic against price lists, which software handles accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:39:00.636Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3541",
    "occupationId": null
  },
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      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Scheduling and tracking incoming goods is largely system work, but keeping the flow moving still needs someone directing people on the shop floor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5250",
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    "taskId": "uk-5250-T-09724",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Choosing a repair method from test results follows documented practice that software can work through.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5250",
    "occupationId": null
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  {
    "taskId": "uk-5250-T-13256",
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Watching departmental spending against budget is standard finance reporting that software does automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Ordering parts and supplies is routine purchasing that ordering systems already largely handle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5250",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Repairing and adjusting equipment with hand tools is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9131",
    "occupationId": null
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Welding is physical work with a torch in your hands.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5250",
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      3
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    "rationale": "Configurations can be designed on screen, but prototypes are assembled and tried in the real world.",
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    "scoredAt": "2026-08-04T17:18:53.283Z",
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    "scoredUnderOccupationId": "uk-soc-2132",
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      3
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    "unstable": false,
    "rationale": "Sensors can flag many faults, but watching the machine run and reacting still happens on the floor.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Budget input is number work on costs and workloads already recorded.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
    "occupationId": null
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Comparing tender specifications is well suited to software, though a named person in the firm still has to stand behind the approval.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5250",
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  {
    "taskId": "uk-5311-T-04446",
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Bolting beams and columns together is hands-on work carried out on the structure, usually at height.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
    "taskId": "uk-5311-T-02271",
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    "confidence": "high",
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    "rationale": "Bolting and welding steel together is hands-on work on the structure.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8151",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Assembling metal frames and platforms is heavy physical work on site.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      1
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    "unstable": false,
    "rationale": "Lifting and fixing heavy girders into place on site is done by people and cranes, not software.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:55:08.075Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5311",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reading drawings to work out material sizes and quantities is information work, though it happens alongside the job itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Welding steel is hands-on work at the joint, and structural welds must be made by a formally qualified welder.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:40Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5311",
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    "unstable": false,
    "rationale": "Handrails have to be physically bolted on at height, so this is hands-on work throughout.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Checking and adjusting beams to level means being on the steel with instruments and tools.",
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    "confidence": "high",
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    "rationale": "Heating and bending steel with a torch is a physical skill performed on the material itself.",
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    "rationale": "Driving drift pins to line up holes is pure hand work on the steelwork.",
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    "rationale": "Signalling a crane driver means being on the ground watching the load in real time.",
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    "rationale": "Cutting metal with shears is machine work done by hand on the material.",
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    "rationale": "Slinging steel to hoist cables is rigging done by hand before every lift.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Moving finished roofing units into position is heavy physical handling on the building.",
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    "rationale": "Pushing and prying steel into position is muscle work on the frame itself.",
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    "rationale": "Steadying a swinging steel member with a rope is done by a person standing on site.",
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    "confidence": "high",
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    "rationale": "Taking down scaffolding and props is physical work at height on site.",
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    "rationale": "Catching hot rivets with tongs is a hand skill performed right next to the work.",
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    "confidence": "high",
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    "rationale": "Taking steelwork apart during a demolition is heavy physical work on the structure itself.",
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    "rationale": "Holding rivets against an air hammer is physical work with no screen-based version.",
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    "rationale": "Placing blocks under reinforcement is manual work on the deck.",
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    "rationale": "Working from a raised platform at height is defined by physically being up there.",
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    "rationale": "Erecting precast concrete units is heavy lifting and fixing done on the construction site.",
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    "rationale": "Fitting strips, wiring, gauges and valves into a structure is hands-on assembly work.",
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    "rationale": "Clearing leftover materials off a finished job is physical labour.",
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    "rationale": "The setting out is calculated, but the lines are pegged and marked on the actual ground or wall.",
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    "confidence": "high",
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    "rationale": "Removing, fitting and repairing external stonework is physical site work.",
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    "rationale": "Rules on older and listed buildings are published, so software can draft the approach, though consent decisions rest with the council.",
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    "rationale": "Sighting and plumbing posts happens with tools in hand at the fence line.",
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    "rationale": "Repairing chipped stone with a blowtorch and mastic is done by hand.",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Setting out means measuring and marking the actual building, though the calculations behind it are simple.",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5313",
    "occupationId": null
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  {
    "taskId": "uk-5312-T-19475",
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      4,
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    "confidence": "high",
    "unstable": false,
    "rationale": "Shaping and facing stone with saws and hand tools is manual craft work.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5312",
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  },
  {
    "taskId": "uk-5312-T-07335",
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    "d": [
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      2,
      2,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The codes and transfer notes are documents software handles, but moving waste requires a registered waste carrier and physical clearing.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:40Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5312",
    "occupationId": null
  },
  {
    "taskId": "uk-5312-T-09293",
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      4
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    "d": [
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      4,
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Guiding a heavy stone onto its foundation is a physical lift with a crane or skids.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5312",
    "occupationId": null
  },
  {
    "taskId": "uk-5312-T-11530",
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    "d": [
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      4,
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Lifting, moving and setting down materials safely is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:05:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5321",
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  },
  {
    "taskId": "uk-5312-T-19124",
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    "d": [
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      4,
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Picking up and using the right tools and materials is the physical work itself.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5319",
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  {
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      4
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Trimming and shaping by hand is skilled physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5223",
    "occupationId": null
  },
  {
    "taskId": "uk-5312-T-05633",
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      15
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      0,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The specification can be read and checked on screen, but producing stonework that meets it is skilled physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:40Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5312",
    "occupationId": null
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  {
    "taskId": "uk-5312-T-08541",
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      4
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      4,
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Digging a foundation trench with pick and shovel is entirely physical.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5312",
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  },
  {
    "taskId": "uk-5312-T-02785",
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      4
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    "d": [
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      4,
      0,
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Carving a design into stone is done freehand with mallet and chisel.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5312",
    "occupationId": null
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  {
    "taskId": "uk-5312-T-08889",
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      4
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    "d": [
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      4,
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fixing and securing a memorial is physical work in the cemetery.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5312",
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  {
    "taskId": "uk-5312-T-16527",
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      4
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    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Detailing and finishing a memorial stone is hand craft on the stone.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5312",
    "occupationId": null
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  {
    "taskId": "uk-5312-T-09275",
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    "d": [
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      4,
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Guiding a blasting nozzle over stone by hand is physical work.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": null,
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  {
    "taskId": "uk-5312-T-11234",
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      15
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Setting the design out on the stone itself is done by hand with scribes and chalk.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5211",
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  {
    "taskId": "uk-5312-T-19476",
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      4
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Trimming and touching up a carving is done with tools in hand.",
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    "modelId": "claude-opus-5",
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  {
    "taskId": "uk-5312-T-05426",
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    "d": [
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      4,
      0,
      0,
      2
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    "confidence": "high",
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    "rationale": "Cutting mouldings and grooves into stone is manual carving.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5312",
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  {
    "taskId": "uk-5312-T-07506",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Drilling holes in stone needs the drill and the stone in the same place.",
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    "modelId": "claude-opus-5",
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  {
    "taskId": "uk-5312-T-15455",
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    "d": [
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "A lime mortar recipe can be worked out on paper, but gauging and mixing it happens on site.",
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    "modelId": "claude-opus-5",
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  {
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      2
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    "unstable": false,
    "rationale": "Judging how to cut a particular block means examining the actual stone in front of you.",
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  {
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    "rationale": "Running fingers over a carving to test smoothness is judged purely by touch.",
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      2
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    "rationale": "Preparing the background for masonry is physical work on the building.",
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  {
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    "rationale": "Adding and stripping stencils during blasting is done by hand at the stone.",
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      2
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    "rationale": "Producing or repairing architectural enrichments is hands-on stone craft.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Transferring a drawing onto a clay or plaster model is manual modelling work.",
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    "rationale": "Dressing a stone surface with a bushhammer is physical craft.",
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    "rationale": "Loading abrasive into blasting equipment is a physical task.",
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    "rationale": "Spreading and smoothing mortar is done by hand with a trowel.",
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    "rationale": "Carving stone is physical work with tools in your hands.",
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    "modelId": "claude-opus-5",
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  {
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    "unstable": false,
    "rationale": "Sponging excess mortar off stone is physical cleaning.",
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    "rationale": "Finishing joints neatly is manual craft.",
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    "scoredAt": "2026-08-04T20:51:27.741Z",
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    "rationale": "Cleaning a building facade is physical work on the building.",
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    "scoredUnderOccupationId": "uk-soc-5313",
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  },
  {
    "taskId": "uk-5313-T-03114",
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      0,
      4
    ],
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      4,
      0,
      0,
      2
    ],
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    "rationale": "Chipping and brushing surfaces is hand work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5313",
    "occupationId": null
  },
  {
    "taskId": "uk-5313-T-03869",
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      10,
      24
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      1,
      2,
      0,
      1,
      3
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:40Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5313",
    "occupationId": null
  },
  {
    "taskId": "uk-5313-T-05045",
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      0,
      4
    ],
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Filling and repairing surfaces is hands-on.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5313",
    "occupationId": null
  },
  {
    "taskId": "uk-5313-T-08024",
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      36,
      50
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      2,
      1,
      0,
      0,
      3
    ],
    "confidence": "medium",
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    "rationale": "Policies and specifications are documents software can check work against, though someone still has to see what has been built.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5313",
    "occupationId": null
  },
  {
    "taskId": "uk-5313-T-09507",
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      36
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      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The hazards of bricklaying and concreting are well documented, but spotting and dealing with them happens on the actual site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:40Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5313",
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  },
  {
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      25
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      0,
      2,
      2
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    "unstable": false,
    "rationale": "Programme planning can be supported by software, but leading a gang happens on site with the people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5313",
    "occupationId": null
  },
  {
    "taskId": "uk-5313-T-12877",
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Using a plumb bob and spirit level means holding the tools against the actual structure.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9129",
    "occupationId": null
  },
  {
    "taskId": "uk-5313-T-14782",
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      4
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      4,
      0,
      0,
      3
    ],
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    "unstable": false,
    "rationale": "Bricklaying and concreting is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5313",
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  },
  {
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      4,
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      0,
      2
    ],
    "confidence": "high",
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    "rationale": "Cutting out damaged material is hand and power-tool work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5313",
    "occupationId": null
  },
  {
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      4
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Shaping brick is manual work with tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:51:27.741Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5313",
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  {
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      0,
      0,
      1
    ],
    "confidence": "high",
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    "rationale": "Moving and lifting materials is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5319",
    "occupationId": null
  },
  {
    "taskId": "uk-5313-T-03348",
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      2,
      2
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    "rationale": "Working with clients and other trades on programme and technical matters runs on people talking.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5319",
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  },
  {
    "taskId": "uk-5313-T-04441",
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      0,
      0,
      3
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    "rationale": "Software can look up the rules, but following them happens while doing the physical job itself.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9129",
    "occupationId": null
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  {
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      0,
      2
    ],
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    "rationale": "Getting the best from tools is judgement applied while using them on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5313",
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  {
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      0,
      2
    ],
    "confidence": "medium",
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    "rationale": "Judging what needs fixing means walking through the property and seeing its condition.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3555",
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
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    "rationale": "Keeping a worksite clear and safe is physical work done there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5319",
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      3
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    "rationale": "The right method can be looked up, but adjusting grouting is done while working on the material.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5313",
    "occupationId": null
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      1,
      3
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    "rationale": "Scheduling work for quality, timing and waste is planning software supports well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5313",
    "occupationId": null
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  {
    "taskId": "uk-5313-T-19479",
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      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Trade techniques are passed on by showing someone on site.",
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      2
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    "rationale": "Supervising a gang means being there to see the work as it happens.",
    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text-only",
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      3
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    "rationale": "Reworking a schedule around the construction programme is planning work software does well.",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5319",
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    "taskId": "uk-5313-T-03086",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning equipment is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5313",
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  {
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      2,
      3
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    "confidence": "low",
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    "rationale": "Drafting clear messages is something software does well, though site conversations still involve people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5313",
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      2
    ],
    "confidence": "high",
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    "rationale": "Cutting tiles is hand work with a cutter.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      2
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    "confidence": "high",
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    "rationale": "Putting up scaffolding is entirely hands-on work at the site, however well the plan for it is written beforehand.",
    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5313",
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    "rationale": "Guiding an unload safely means standing there directing it.",
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  {
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      3
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    "rationale": "Moving materials to where they are needed is physical work.",
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    "modelId": "claude-opus-5",
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      3
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    "unstable": false,
    "rationale": "Mixing sand, clay and mortar is physical work.",
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    "modelId": "claude-opus-5",
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  {
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Guidance and briefings can be prepared, but persuading a site team happens face to face.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5313",
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    "rationale": "Once something is spotted, writing it up and reporting it promptly is routine paperwork that software handles well.",
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    "keyingScheme": "text+occupation",
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    "rationale": "Spraying protective material onto brickwork is physical work.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Marking work from templates means handling them against the real material.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Tracking spend against budget is straightforward monitoring, though holding people to it needs a person.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Fault-finding needs someone at the system to look, listen and test, though software can suggest likely causes.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5315",
    "occupationId": null
  },
  {
    "taskId": "uk-5315-T-10505",
    "score": 0,
    "band": "minimal",
    "range": [
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      4
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    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Ductwork has to be lifted, cut and fixed in place by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5315",
    "occupationId": null
  },
  {
    "taskId": "uk-5315-T-10558",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      2,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Heat pumps and cylinders must be physically installed, and the installer signs off compliance.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5315",
    "occupationId": null
  },
  {
    "taskId": "uk-5315-T-11225",
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      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Laying and mending water mains is heavy outdoor work done by hand and machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5315",
    "occupationId": null
  },
  {
    "taskId": "uk-5315-T-11980",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      1,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Servicing equipment means opening it up and working on it in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5315",
    "occupationId": null
  },
  {
    "taskId": "uk-5315-T-14866",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
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      4,
      1,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Carrying out the plumbing and heating work itself is entirely hands-on.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5315",
    "occupationId": null
  },
  {
    "taskId": "uk-5315-T-17790",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      3,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Gas leak repairs are hands-on and legally restricted to a registered engineer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5315",
    "occupationId": null
  },
  {
    "taskId": "uk-5315-T-19125",
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      4
    ],
    "d": [
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      4,
      3,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Gas pipework must be installed and maintained in person by a registered engineer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5315",
    "occupationId": null
  },
  {
    "taskId": "uk-5315-T-21622",
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      4
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    "d": [
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      4,
      2,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Fusing plastic pipe is done by hand with the machine at the pipe, and mains joints need a trained, accredited welder.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:40Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5315",
    "occupationId": null
  },
  {
    "taskId": "uk-5315-T-01148",
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    "band": "minimal",
    "range": [
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      4
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    "d": [
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      4,
      2,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Electrical testing on heating systems means putting instruments on real circuits in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5315",
    "occupationId": null
  },
  {
    "taskId": "uk-5315-T-02712",
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    "band": "minimal",
    "range": [
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      4
    ],
    "d": [
      0,
      4,
      1,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Scheduled servicing and repairs are carried out by hand at the equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5315",
    "occupationId": null
  },
  {
    "taskId": "uk-5315-T-05439",
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    "band": "minimal",
    "range": [
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      4
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    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cutting pipe and fittings is a physical act with tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5315",
    "occupationId": null
  },
  {
    "taskId": "uk-5315-T-06071",
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      4
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      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Finding a blockage means getting a camera or rod into the actual pipe.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5315",
    "occupationId": null
  },
  {
    "taskId": "uk-5315-T-08189",
    "score": 75,
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      68,
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Working out what should be serviced and when is planning from records, which software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5315",
    "occupationId": null
  },
  {
    "taskId": "uk-5315-T-10512",
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    "d": [
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      2,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Water-saving and energy-saving kit still has to be fitted by hand on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5315",
    "occupationId": null
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  {
    "taskId": "uk-5315-T-11978",
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    "d": [
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      4,
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      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Maintaining pipework with hand and power tools is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5315",
    "occupationId": null
  },
  {
    "taskId": "uk-5315-T-13768",
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    "d": [
      1,
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Watching gauges for pressure loss means standing at the equipment during the test.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5315",
    "occupationId": null
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  {
    "taskId": "uk-5315-T-20504",
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Safety devices have to be physically operated and checked before they can be passed.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5315",
    "occupationId": null
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  {
    "taskId": "uk-5315-T-02609",
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Routine servicing means working on the equipment itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5315",
    "occupationId": null
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  {
    "taskId": "uk-5315-T-05701",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Showing a customer how their new system works happens face to face, though guides and videos cover some of it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5315",
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    "taskId": "uk-5315-T-09862",
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Drainage has to be dug in and connected on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5315",
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  {
    "taskId": "uk-5315-T-10523",
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Flues must be physically fitted and sealed to the appliance.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5315",
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  {
    "taskId": "uk-5315-T-12016",
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      3,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Job records are typed-up information, and job management software already drafts most of it from the work done.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5315",
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    "taskId": "uk-5315-T-15202",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can draft a pipe layout from the specification, but an engineer checks it against the real building.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5315",
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    "taskId": "uk-5315-T-20929",
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Clearing a blocked sink means reaching into it with tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5315",
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  {
    "taskId": "uk-5315-T-05495",
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    "d": [
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      3,
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Taking a heating system out of service safely is hands-on and legally restricted.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5315",
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    "taskId": "uk-5315-T-06196",
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Measuring up a work area means being there with a tape measure.",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Meters and hydrants are heavy items fitted by hand in the street or building.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5315",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Marking where pipes and cables run is done on the actual wall or ground.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Ripping out old suites and taking them away is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5315",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can draft a control panel design, but an engineer checks it suits the actual system.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5315",
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Lead flashing is skilled physical roofing work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can read the drawings, but someone still has to match them to the ground before digging.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Digging a trench is physical work with a spade or machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Checking lifting equipment before use means physically inspecting it.",
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      3
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      2
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    "rationale": "Task planning against the programme is a scheduling job, though it is agreed with the crew on site.",
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    "modelId": "claude-opus-5",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cutting and fitting glass is hands-on work.",
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    "modelId": "claude-opus-5",
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      2
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    "rationale": "Fitting glass and sealing it watertight is physical work at the opening.",
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    "confidence": "high",
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    "rationale": "Fixing panes into frames means handling glass and tools.",
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  {
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      3
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    "rationale": "Cutting glass to size is physical work, even though the measurements come from a drawing.",
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  {
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    "rationale": "Taking out broken glass and fitting new is hands-on work.",
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  {
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      2
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    "confidence": "high",
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    "rationale": "Repairing or replacing glass means working at the window itself.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5317",
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  {
    "taskId": "uk-5317-T-20991",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Glazing work is physical, whatever the specification says.",
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    "scoredUnderOccupationId": "uk-soc-5317",
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  {
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      2
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    "rationale": "Fixing mounting strips and clips to a surface is hands-on work.",
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  {
    "taskId": "uk-5317-T-02973",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Glass types are set out in published product data and building rules, so software can recommend the right choice.",
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      1
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    "rationale": "Fitting glass, frames, trims and mouldings is physical work with tools.",
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      2
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    "rationale": "Grinding glass edges is machine and hand work.",
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      2
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    "rationale": "Measuring up a space means being there with a tape, though the calculations that follow are easy.",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Stripping out old panes, beading and putty is physical work.",
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    "confidence": "high",
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    "rationale": "Setting a glass door into its frame is heavy hands-on work.",
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    "rationale": "Bolting hinges and locks on is hands-on work.",
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      3
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    "rationale": "Working out glass types and quantities from drawings is a calculation software handles well, with checks for odd shapes.",
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    "rationale": "Soldering or fusing glass is craft work done by hand.",
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    "rationale": "Fitting pre-made window and door frameworks is physical installation.",
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    "confidence": "high",
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    "rationale": "Fixing mirrors in place with cement, bolts or screws is physical.",
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    "rationale": "Shaping glass with cutting tools is hands-on work.",
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    "rationale": "Software can generate design ideas, but decorative glass depends on craft judgement and making the piece.",
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    "rationale": "Erecting scaffolding or hoists is physical site work.",
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    "rationale": "Making metal sashes is workshop work.",
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    "rationale": "Applying film or tint to glass is careful handwork.",
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    "rationale": "Positioning glass on a rack or table is physical handling.",
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  {
    "taskId": "uk-5317-T-19113",
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      3
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    "rationale": "Matching glass to a written specification is a lookup task, though the stock is picked in the workshop.",
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    "confidence": "high",
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    "rationale": "Taking down scaffolding and props is physical work at height on site.",
    "promptVersion": "task_scoring_v1.0",
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      3
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      4,
      1,
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      1
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      4,
      1,
      1,
      1
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    "confidence": "high",
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    "rationale": "Searching underwater for people or evidence is done by divers in the water.",
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    "modelId": "claude-opus-5",
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      4,
      1,
      1,
      1
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      4,
      0,
      0,
      1
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    "modelId": "claude-opus-5",
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      4,
      1,
      1,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Underwater search and rescue is carried out by divers in the water.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5319",
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  {
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      4,
      0,
      0,
      1
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    "confidence": "high",
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    "rationale": "Installing piling and footings is heavy physical work in place.",
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    "modelId": "claude-opus-5",
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  {
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      4,
      0,
      0,
      1
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    "confidence": "high",
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    "rationale": "Recovering objects underwater is done with equipment operated at the site.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      4
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      4,
      1,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Rig and platform repair is hands-on work offshore.",
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    "modelId": "claude-opus-5",
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  {
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    "d": [
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      4,
      1,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Salvaging a wreck is heavy physical work in the water.",
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    "modelId": "claude-opus-5",
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  {
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      4,
      1,
      0,
      2
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    "rationale": "Crack testing on rig legs at sea is done by a diver with the equipment on the structure.",
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    "modelId": "claude-opus-5",
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  {
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      4
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      4,
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      0,
      1
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    "confidence": "high",
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    "rationale": "Signalling to the surface while underwater is part of being in the water.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5319",
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  {
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      4,
      0,
      0,
      2
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    "confidence": "high",
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    "rationale": "Inspecting submerged pipework means a diver getting to it.",
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  {
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      32
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      1,
      1,
      2
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    "rationale": "Weather, tide and site briefings can be pulled together by software, but real conditions are judged at the site.",
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    "modelId": "claude-opus-5",
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  {
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      4
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      4,
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      0,
      2
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    "rationale": "Cleaning or repairing pipework underwater is done by hand in the water.",
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    "modelId": "claude-opus-5",
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  {
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      4,
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      0,
      1
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    "modelId": "claude-opus-5",
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  {
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      4
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      4,
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      0,
      2
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    "confidence": "high",
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    "rationale": "Taking samples and photographs underwater requires a diver at the vessel or structure.",
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    "modelId": "claude-opus-5",
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    "occupationId": null
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  {
    "taskId": "uk-5319-T-02842",
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      4
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      4,
      1,
      0,
      2
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    "confidence": "high",
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    "rationale": "Checking and servicing a diving helmet is hands-on safety work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5319",
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  {
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      4
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    "d": [
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      4,
      1,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cutting and welding metal is done with a torch in hand.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "uk-5319-T-13262",
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      2,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Dive times and depths are tracked by instruments, but the safety watch is kept by people at the site.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5319",
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  {
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      4
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      0,
      1
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    "confidence": "high",
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    "rationale": "Recovering sunken objects with rigging and winches is heavy physical work.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5319",
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  {
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    "d": [
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      2,
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      1
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    "confidence": "high",
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    "rationale": "Placing explosives in drilled holes is done by hand under strict control.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5319",
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  {
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      4
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      2
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    "confidence": "high",
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    "rationale": "Testing intakes, outflows and pipelines means getting equipment to them in person.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5319",
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  {
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      2
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      3
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    "rationale": "Survey data can be processed automatically, but collecting it means being out on the water.",
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      2,
      1
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    "rationale": "Leading recreational dives means being in the water with the group.",
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      1
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    "confidence": "high",
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    "rationale": "Routine fish farm diving is done in the water.",
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    "rationale": "Clearing obstructions with power tools is physical work at the structure.",
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    "rationale": "Setting up a dive site is physical preparation at the water.",
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    "rationale": "The write-up can be drafted, but the underwater observations have to be made by a diver.",
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      2
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    "confidence": "medium",
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    "rationale": "Clearing debris from the coast and sea is physical work carried out on site.",
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Supporting underwater filming means being in the water with the crew and kit.",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cultivating marine species on a farm is hands-on work in the water.",
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    "modelId": "claude-opus-5",
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      3
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    "rationale": "Registering a dive with the authorities is standard form submission.",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Putting up fencing is physical work on the ground.",
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    "modelId": "claude-opus-5",
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      2
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    "rationale": "Bending steel rods is physical work with tools or a machine.",
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      3
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      2
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    "rationale": "Working with designers and erectors on a job runs on people coordinating face to face.",
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    "rationale": "Forming reinforcing steel to specification is physical fabrication.",
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    "rationale": "Spacing and tying rods in forms is manual work.",
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    "rationale": "Skimming a wall is a hand skill built up over years of practice.",
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    "rationale": "Driving fixings below the surface is done by hand with a hammer or screwdriver.",
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      2
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5321",
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      2
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    "confidence": "high",
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    "rationale": "Installing metal furring and bulkheads is hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-8159",
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  {
    "taskId": "uk-5321-T-13031",
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      4
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      4,
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      1
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    "rationale": "Judging when a mix is right is done by feel at the mixing board.",
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  {
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      4
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    "d": [
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      4,
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Sanding and patching wallboard is physical repair work on the surface.",
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    "modelId": "claude-opus-5",
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    "occupationId": null
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  {
    "taskId": "uk-5321-T-01259",
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      4
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      1
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    "confidence": "high",
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    "rationale": "Filling cracks and fixing heads is done by hand with a blade.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5321",
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      4,
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      2
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    "confidence": "high",
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    "rationale": "Forming junctions, abutments and angles is a hand skill worked directly on the wall.",
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    "scoredUnderOccupationId": "uk-soc-5321",
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      3
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    "rationale": "The standards and checks can be set out automatically, but judging the finish against them means being at the wall.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:01:23Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5321",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fixing metal furrings to a wall is physical installation work.",
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    "modelId": "claude-opus-5",
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      2
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    "confidence": "medium",
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    "rationale": "Reading the drawings can be assisted by software, but fitting the wall system out is hands-on.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5321",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Mixing mortar is physical site work.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5313",
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  {
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Sanding a surface smooth before decorating is manual work.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5321",
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  {
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      4
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Spreading sealing compound with a trowel is a hand skill.",
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    "modelId": "claude-opus-5",
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Mixing and applying plaster alongside a plasterer is physical labour.",
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    "scoredUnderOccupationId": "uk-soc-5321",
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    "d": [
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      4,
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Applying texture or primer by trowel, brush or spray is hands-on work.",
    "promptVersion": "task_scoring_v1.0",
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      1
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    "confidence": "high",
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    "rationale": "Controlling how fresh plaster dries means being on site adjusting the conditions.",
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    "modelId": "claude-opus-5",
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      3
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    "rationale": "Working out how much plaster a room needs is a calculation software does well, once someone has measured the space.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:01:23Z",
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    "scoredUnderOccupationId": "uk-soc-5321",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fixing trims and mouldings is hands-on work.",
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    "scoredUnderOccupationId": "uk-soc-8159",
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  {
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting glass panels and blinds into partitions is physical installation.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5321",
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  {
    "taskId": "uk-5321-T-10603",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fixing plywood backing into a wall is hands-on carpentry.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5321",
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  {
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      2
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    "rationale": "Measuring and setting out a room is done on site with a tape.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-8159",
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  {
    "taskId": "uk-5321-T-18769",
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      1
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    "rationale": "Scratching the undercoat so the finish grips is done by hand on the wall.",
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      1
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    "unstable": false,
    "rationale": "Sanding rough spots is hands-on preparation done at the surface.",
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    "scoredUnderOccupationId": "uk-soc-5323",
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      1
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    "unstable": false,
    "rationale": "Sealing joints with filler or adhesive is manual work.",
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    "modelId": "claude-opus-5",
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  {
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      3
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting glass, frames, trims and mouldings is physical work with tools.",
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    "rationale": "Fixing ornamental plasterwork in place is skilled hand work.",
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    "rationale": "Wiping back surplus filler is done by hand as the work goes on.",
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    "rationale": "Sealing the gap between ceiling tiles and walls is done by hand at the joint.",
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      1
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    "rationale": "Nailing mesh or lath to a wall is physical fixing work.",
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    "modelId": "claude-opus-5",
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  {
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      1
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    "unstable": false,
    "rationale": "Getting water off a surface before it does damage means being there with the right kit.",
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    "unstable": false,
    "rationale": "Erecting boards and scaffolding is heavy physical work.",
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    "modelId": "claude-opus-5",
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    "rationale": "Working from ladders and scaffolding is physical presence at height.",
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    "modelId": "claude-opus-5",
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning machines to keep the site safe is manual work on the equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping the work area tidy is physical work.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
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      1
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    "unstable": false,
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    "scoredUnderOccupationId": "uk-soc-5321",
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    "unstable": false,
    "rationale": "Rendering an outside elevation is physical work at height on the building.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5321",
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  },
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      4,
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      2
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    "unstable": false,
    "rationale": "Taping, jointing and finishing plasterboard is a hands-on trade skill.",
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    "modelId": "claude-opus-5",
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      1
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    "unstable": false,
    "rationale": "Fixing lathing, beads and trims to the drawings is hands-on installation.",
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    "modelId": "claude-opus-5",
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      1
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    "unstable": false,
    "rationale": "Cutting and fixing beads to form true corners is precise hand work.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5321",
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Dry lining is a hands-on trade skill.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-8159",
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  {
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    "confidence": "high",
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    "rationale": "Levelling and preparing a surface is physical work carried out on site.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5323",
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    "rationale": "Forming joints and bell casts in render is shaped by hand on site.",
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    "scoredUnderOccupationId": "uk-soc-5321",
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    "rationale": "Repairing old plasterwork to match is a hand skill worked directly on the surface.",
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    "modelId": "claude-opus-5",
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    "rationale": "Trowelling or spraying weatherproof coatings onto a building is physical outdoor work.",
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    "modelId": "claude-opus-5",
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    "rationale": "Applying pebble-dash or render to outside walls is hands-on.",
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    "scoredUnderOccupationId": "uk-soc-5321",
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    "rationale": "Fitting cast arches and columns into place is heavy, precise physical work.",
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    "modelId": "claude-opus-5",
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    "rationale": "Casting mouldings from plaster or glass-reinforced materials is workshop craft.",
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    "modelId": "claude-opus-5",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:01:23Z",
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    "scoredUnderOccupationId": "uk-soc-5321",
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    "rationale": "Planning quantities can be calculated, but keeping waste down happens through how the work is actually done.",
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    "rationale": "Keeping the work area clean and safe is physical work in the kitchen.",
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    "rationale": "Looking after tools and equipment means handling and servicing them.",
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    "rationale": "Working from towers and platforms is physical work at height.",
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    "rationale": "Waste paperwork can be generated automatically, but the waste itself has to be handled and taken away.",
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    "rationale": "Guiding an unload safely means standing there directing it.",
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    "rationale": "Lifting, moving and setting down materials safely is physical work.",
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    "modelId": "claude-opus-5",
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    "rationale": "Throwing chips or colour onto a wet surface to get a finish is a hand technique.",
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    "confidence": "high",
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    "rationale": "Stretching carpet onto gripper rods is physical work on the floor.",
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    "modelId": "claude-opus-5",
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    "rationale": "Cutting and trimming carpet to the room takes a blade in hand at the wall edge.",
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    "unstable": false,
    "rationale": "Spreading adhesive across a floor is hands-on work.",
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    "modelId": "claude-opus-5",
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      0
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    "unstable": true,
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Stapling boards down to form a base is physical fixing work.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5322",
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    "taskId": "uk-5322-T-01124",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Applying sealant by hand along a joint is manual work that needs a person holding the gun.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
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    "scoredUnderOccupationId": "uk-soc-9129",
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  {
    "taskId": "uk-5322-T-06233",
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      2,
      0,
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Where people will walk can be reasoned about from a plan, but it is usually judged by looking at the space in use.",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Judging smoothness comes from looking along the floor and running a hand over it.",
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      4,
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Scraping and sanding the edges a machine cannot reach is close handwork.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Trimming, sanding and scraping a surface is done by hand at the bench.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Trimming and deburring parts with hand tools is physical work at the bench.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting sandpaper onto a sander is a hands-on job at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
    "taskId": "uk-5322-T-09439",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Vacuuming a floor before finishing is physical work in the room.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-9223",
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  {
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Scraping excess glue from joints is done with a blade in hand.",
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    "modelId": "claude-opus-5",
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      1
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    "unstable": false,
    "rationale": "Getting tiles straight and level is judged and adjusted by hand as they are laid.",
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    "modelId": "claude-opus-5",
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  {
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      1
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    "unstable": false,
    "rationale": "Buttering adhesive onto tiles is physical work.",
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    "modelId": "claude-opus-5",
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      2
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    "rationale": "Cutting tiles is hand work with a cutter.",
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      1
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    "confidence": "high",
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    "rationale": "Grouting and finishing tiles is hands-on work at the wall or floor.",
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    "modelId": "claude-opus-5",
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      1
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    "rationale": "Laying tiles into adhesive is physical work on site.",
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    "rationale": "Pressing tiles into place is physical work.",
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  {
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      1
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    "unstable": false,
    "rationale": "Applying a mortar coat to a metal screen is hands-on work with a trowel.",
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  {
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      1
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    "rationale": "Spreading a bed for tiles with brush, trowel and screed is physical work.",
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  {
    "taskId": "uk-5322-T-02480",
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      3
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    "rationale": "Working out how many tiles and how much adhesive a room needs, plus wastage, is arithmetic software does reliably.",
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    "rationale": "Measuring and marking surfaces for tiling is done on site by hand.",
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      1
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    "rationale": "Mixing mortar, cement and adhesives is physical preparation on site.",
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      2
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    "rationale": "Sponging excess grout off joints is done by hand at the tiles.",
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    "rationale": "Fixing lath or waterproof paper to a surface is physical work.",
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    "rationale": "Laying tanking, membranes and under-tile heating is physical installation.",
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      3
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    "rationale": "Marking out is done on the actual wall or floor, though the quantity calculation that follows is straightforward.",
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    "rationale": "Stripping old tiles and surfaces is hands-on demolition.",
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    "rationale": "Picking tiles and fittings that match a written specification is largely a matching job against product data.",
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      3
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    "rationale": "Product information is easy to look up, but customers choosing tiles want someone in the showroom guiding them.",
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    "rationale": "Progress updates and estimates are easy to write, but customers want them from the person doing the work.",
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    "rationale": "Masking up and laying protective sheets is entirely hands-on work in the room.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5323",
    "occupationId": null
  },
  {
    "taskId": "uk-5323-T-03867",
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      3,
      17
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      1,
      3,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The rules can be written up easily, but working safely with ladders, dust and solvents is something the decorator does on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:01:23Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5323",
    "occupationId": null
  },
  {
    "taskId": "uk-5323-T-15102",
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      18,
      32
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      2,
      2,
      0,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Deciding what materials a job needs can be worked out on a screen, but getting them ready is physical.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5323",
    "occupationId": null
  },
  {
    "taskId": "uk-5323-T-17041",
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      4
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    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Creating faux finishes and textures is skilled handwork applied directly to the surface.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5323",
    "occupationId": null
  },
  {
    "taskId": "uk-5323-T-03119",
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      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning brushes, rollers and spray kit is purely physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5323",
    "occupationId": null
  },
  {
    "taskId": "uk-5323-T-11597",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping a worksite clear and safe is physical work done there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5319",
    "occupationId": null
  },
  {
    "taskId": "uk-5323-T-16986",
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      49,
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Working out from a job sheet what materials and methods are needed is paperwork reading that software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9129",
    "occupationId": null
  },
  {
    "taskId": "uk-5323-T-20604",
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      4
    ],
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Clearing and tidying a work area is physical work done in the space itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5323",
    "occupationId": null
  },
  {
    "taskId": "uk-5323-T-21275",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Working from ladders and scaffolding is physical presence at height.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5323",
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  {
    "taskId": "uk-5323-T-08137",
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      4,
      2,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Putting up scaffold or a tower is physical assembly work, and the person doing it needs recognised scaffold training.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:01:23Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5323",
    "occupationId": null
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  {
    "taskId": "uk-5323-T-17081",
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      11,
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      2,
      0,
      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "A brief is easy to write up, but customers usually explain what they want face to face on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5323",
    "occupationId": null
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  {
    "taskId": "uk-5323-T-19426",
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      4
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    "d": [
      0,
      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Rigging swing gates for work at height is physical set-up on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5323",
    "occupationId": null
  },
  {
    "taskId": "uk-5323-T-16920",
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      22,
      36
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    "d": [
      2,
      2,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Choosing the right finish for a particular surface takes trade judgement, and collecting goods means a trip to the merchant.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5323",
    "occupationId": null
  },
  {
    "taskId": "uk-5323-T-17916",
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      31,
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      0,
      2
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    "rationale": "Writing up the report is easy for software, but someone has to spot the problem on site first.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "uk-5323-T-20816",
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      4,
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Moving and lifting materials is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5319",
    "occupationId": null
  },
  {
    "taskId": "uk-5330-T-04530",
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      4
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    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Making wooden fixtures means cutting and shaping material by hand and machine.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:36.798Z",
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    "scoredUnderOccupationId": "uk-soc-5316",
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  {
    "taskId": "uk-5330-T-06139",
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      52,
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    "d": [
      3,
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      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Reading a drawing to work out sizes, tools and the order of work is analysis software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5316",
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  {
    "taskId": "uk-5330-T-05281",
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      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Building a schedule from tasks, people and deadlines is planning work software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:36.798Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5316",
    "occupationId": null
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  {
    "taskId": "uk-5330-T-07508",
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      4
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    "d": [
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      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Drilling holes in timber is physical work with a tool.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:36.798Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5316",
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  {
    "taskId": "uk-5330-T-08883",
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    "d": [
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      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting and adjusting frames so they line up is hands-on work with the material.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:36.798Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5316",
    "occupationId": null
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  {
    "taskId": "uk-5330-T-10524",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Installing frames in a building means being there with tools.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5316",
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  {
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    "d": [
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      4,
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      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting hinges, handles and other hardware is done by hand with tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5316",
    "occupationId": null
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  {
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      4,
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      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting pre-made window and door frameworks is physical installation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5316",
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  {
    "taskId": "uk-5330-T-10641",
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Laying subflooring is physical work fixing boards in place.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5316",
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      4,
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Measuring and marking material means working on the timber itself.",
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    "modelId": "claude-opus-5",
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  {
    "taskId": "uk-5330-T-17801",
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      2
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    "unstable": false,
    "rationale": "Repairing damaged sections is hands-on work with the material.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5316",
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  {
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      4,
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      0,
      2
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    "rationale": "Cutting and shaping material to size is done with tools on the material.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
    "taskId": "uk-5330-T-05006",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Programmes and messages can be drafted, but agreeing work with subcontractors runs on working relationships.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5316",
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  {
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      3
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    "confidence": "medium",
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    "rationale": "Working out quantities from a drawing and placing the order is calculation and admin software handles.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5316",
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  {
    "taskId": "uk-5330-T-02921",
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      2
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    "rationale": "Checking level and straightness means putting an instrument against the work.",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Applying filler to seal a wooden floor is hands-on work on the floor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5316",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning equipment and working safely on site are physical actions in the workplace.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5316",
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  {
    "taskId": "uk-5330-T-10253",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Checking ceiling and floor tiles for damage means looking at and touching them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Photos and vision tools can spot some faults, but proper inspection means handling the product.",
    "promptVersion": "task_scoring_v1.0",
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  {
    "taskId": "uk-5330-T-10370",
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    "confidence": "high",
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    "rationale": "Checking roof timbers for rot means getting up there and probing them.",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5316",
    "occupationId": null
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Laying wooden flooring means fixing each piece down by hand.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5316",
    "occupationId": null
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Sanding, filling and finishing wood surfaces is physical work on the surface.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5316",
    "occupationId": null
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fixing forms and structures in place is hands-on site work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Installing structural fixings safely means physically fitting them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5316",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Finishing wall surfaces with panelling is hands-on work in the building.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5316",
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  {
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      3
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    "unstable": false,
    "rationale": "Keeping records accurate is routine screen work software does reliably.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4159",
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  {
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Sanding and patching wallboard is physical repair work on the surface.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:39:01.278Z",
    "keyingScheme": "text-only",
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    "occupationId": null
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    "confidence": "high",
    "unstable": false,
    "rationale": "Placing charges is physical work reserved by law to authorised shotfirers, so software cannot take it on.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:58:27Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5330",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Tamping material over a charge is manual work restricted to authorised explosives staff.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:58:27Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5330",
    "occupationId": null
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  {
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      2
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    "unstable": false,
    "rationale": "Judging charge sizes means standing at the face, and the decision belongs to the appointed explosives supervisor by law.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5330",
    "occupationId": null
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Drilling charge holes is operating a rig at the face, which cannot be done from a screen.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:58:27Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5330",
    "occupationId": null
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  {
    "taskId": "uk-5330-T-21494",
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      3,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Confirming a blast has fired means being at the site listening, and only the authorised shotfirer may do it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5330",
    "occupationId": null
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  {
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Driving machines and materials to site is physical work.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8159",
    "occupationId": null
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  {
    "taskId": "uk-5330-T-12875",
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Measuring blast hole depths is done on site with a tape.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:51:00.242Z",
    "keyingScheme": "text-only",
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    "occupationId": null
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    "taskId": "uk-5330-T-20609",
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      1
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    "confidence": "high",
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    "rationale": "Setting fuse patterns is handled explosives work done by a qualified person on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5330",
    "occupationId": null
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  {
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Blast patterns can be drafted with software, but the rules require an appointed explosives supervisor to design and set them out.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:58:27Z",
    "keyingScheme": "text+occupation",
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  {
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    "confidence": "high",
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    "rationale": "Loading explosives into blast holes is done by hand, and only an authorised shotfirer may legally do it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      0,
      3
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    "confidence": "high",
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    "rationale": "Watching stock levels and raising orders is routine record and ordering work that software already does reliably.",
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    "rationale": "Tying detonating cord into a blast pattern is physical work with explosives.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3
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    "rationale": "Comparing progress against the plan is desk work software helps with, but the supervisor must see the site to know what is real.",
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    "rationale": "Matching jobs to available people and materials is planning, though the crew takes the assignment from their supervisor.",
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    "rationale": "Training on methods and machines needs a trainer beside the worker and the equipment.",
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      3
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    "unstable": false,
    "rationale": "Building a work programme around trades and materials is scheduling software does well.",
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      3
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    "rationale": "Safety briefings need someone in front of the crew, even though the content is written down.",
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    "rationale": "Software can take quantities off drawings for a first pass, though real sites and waste allowances still need an experienced check.",
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    "rationale": "Working out how many painters a job needs is a calculation from areas and rates, though knowing the crew matters.",
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      2
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    "confidence": "high",
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    "rationale": "Measuring and marking positions means someone on site with a tape and marker.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3
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    "rationale": "Raising requisitions for materials is routine purchasing paperwork.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5223",
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      3
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    "rationale": "Reading drawings to work out requirements is desk work, though software still misreads construction drawings often.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Sorting out problems by talking to customers, contractors and staff depends on live conversation and trust between people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
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    "rationale": "Following safety procedures on a live road means doing it physically at the roadside.",
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    "rationale": "Repairing potholes and kerbs is physical work with materials and tools.",
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    "rationale": "Building a rota is a scheduling problem software solves, given the team's constraints.",
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    "rationale": "Order and delivery management runs on schedules and system data, with someone receiving goods.",
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    "rationale": "Locating and digging around buried services is careful physical work.",
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    "rationale": "Setting out traffic management is done physically on a live road.",
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    "rationale": "Driving heavy machinery means sitting in the cab.",
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    "rationale": "Fitting drain covers and gully gates into the road is physical installation.",
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    "rationale": "Supervising roofers means being on the roof and the site with them.",
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    "rationale": "Erecting and dismantling scaffolding is physical work at height.",
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      3
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  {
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    "rationale": "The requirements are published, but complying with them is a person behaving correctly on a live building site.",
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  {
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      2
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  {
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    "rationale": "Safety measures only count when someone puts them in place on the site and keeps the crew to them.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5319",
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      2
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    "rationale": "Working with clients and other trades on programme and technical matters runs on people talking.",
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      3
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      3
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    "confidence": "high",
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    "rationale": "Waste paperwork can be drafted, but moving site waste safely and legally is physical handling by registered carriers.",
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    "modelId": "claude-opus-5",
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    "rationale": "Keeping a workstation tidy is physical work.",
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    "rationale": "Putting tools and equipment away is physical.",
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    "rationale": "Making cushions means cutting, sewing and filling real material.",
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    "rationale": "Fitting rings, handles and buckles into prepared holes is manual assembly.",
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    "rationale": "Customers need to trust the person telling them what their car needs, though the estimate itself can be prepared.",
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    "rationale": "Applying dye to footwear is a hands-on finishing job.",
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    "scoredUnderOccupationId": "uk-soc-5412",
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      4,
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      2
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    "rationale": "Servicing production machinery means opening it up and working on the parts.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5412",
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    "confidence": "high",
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    "rationale": "Measuring a person requires being with them, tape in hand.",
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    "modelId": "claude-opus-5",
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    "taskId": "uk-5412-T-13856",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Laying out and marking patterns onto leather is done by hand on the hide.",
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    "scoredUnderOccupationId": "uk-soc-5412",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Replacing parts with hand tools and precision instruments is physical work.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
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  {
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      3
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    "rationale": "Choosing tools can be advised on, but using, maintaining and storing leather-working equipment is hands-on bench work.",
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    "scoredAt": "2026-08-05T10:02:35Z",
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    "scoredUnderOccupationId": "uk-soc-5412",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Sharpening tools is a manual skill judged by feel and edge.",
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    "keyingScheme": "text-only",
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  {
    "taskId": "uk-5412-T-19691",
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    "d": [
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      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Staining and waxing edges is a finishing job applied by hand.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5412",
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  {
    "taskId": "uk-5412-T-19820",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Stretching a shoe on a mechanical stretcher is physical work on the actual shoe.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5412",
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  {
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      2
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    "rationale": "Costing a job from materials, time and standard rates is arithmetic that software does reliably.",
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    "scoredUnderOccupationId": "uk-soc-5412",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Wearing protective equipment and keeping the workshop safe happens with a body in the room, though software can write the safe-working guidance.",
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    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5412",
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      4,
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Painting decoration onto leather is applied by hand to the piece.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5412",
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  {
    "taskId": "uk-5412-T-16998",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Here a prescription is a footwear specification, not a medicine, so reading it to work out what to make is document work software handles well.",
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    "keyingScheme": "text+occupation",
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      3
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    "unstable": false,
    "rationale": "Servicing machinery changes the physical state of the machine, so it needs a person with tools rather than software.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5412",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Staining leather is a physical process.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:24:42.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8113",
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  {
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Engraving leather is a hand tooling skill performed on the material.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5412",
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      2
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    "rationale": "Making prescribed orthopaedic footwear is craft work built to a clinician's instructions by hand.",
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      1
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    "rationale": "Boxing and wrapping footwear for despatch is physical handling.",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Building insoles and lifts from foot casts is hands-on work with real moulds and materials.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:46:47.259Z",
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    "occupationId": null
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    "d": [
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Shop selling depends on serving a customer in person and fitting the product to them.",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Soaking hides is a physical preparation step in the workshop.",
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    "confidence": "medium",
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    "rationale": "Payment systems handle the money, but taking payment at a counter needs someone standing there.",
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    "scoredAt": "2026-08-04T18:40:00.000Z",
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    "scoredUnderOccupationId": "uk-soc-7129",
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    "unstable": false,
    "rationale": "Stamping information onto products means operating the stamp on each item.",
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    "rationale": "Pattern shapes can be worked out digitally, though getting them right usually means fitting them to the actual piece.",
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    "scoredUnderOccupationId": "uk-soc-5411",
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    "rationale": "Quality checks on finished leather goods depend on handling and inspecting the real item.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Machine sewing leather is guided by hand and eye at the machine.",
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    "rationale": "Finishing and drying hides is wet, physical processing work in the tannery.",
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    "rationale": "Design software can generate strong ideas for bags and wallets, but turning them into makeable patterns needs the craftsperson.",
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    "confidence": "high",
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    "rationale": "Press cutting is operating a cutting machine on real hides.",
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      1
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    "rationale": "Polishing final coats to a set finish is applied by hand to each piece.",
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    "rationale": "Measuring and cutting leather to patterns is hand work on the hide.",
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    "unstable": false,
    "rationale": "Setting up and testing hand tools and machines is done physically at the bench.",
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    "modelId": "claude-opus-5",
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    "unstable": false,
    "rationale": "Pattern drafting follows well-documented rules and is already done in software, though fit still needs checking on a body.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5413",
    "occupationId": null
  },
  {
    "taskId": "uk-5413-T-08908",
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      4
    ],
    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Folding, twisting and draping cloth is pure handwork; the fabric has to be handled by a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5413",
    "occupationId": null
  },
  {
    "taskId": "uk-5413-T-10293",
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      4
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    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Finding a tear or a mark means examining the garment itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9224",
    "occupationId": null
  },
  {
    "taskId": "uk-5413-T-12828",
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      4
    ],
    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Matching cloth pieces and dye lots means handling the fabric.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-5413-T-14920",
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      4
    ],
    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Buttonholing and tacking are done at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8146",
    "occupationId": null
  },
  {
    "taskId": "uk-5413-T-16931",
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      4,
      12
    ],
    "d": [
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      3,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking stitching, weight and finish means handling the actual pieces.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5413",
    "occupationId": null
  },
  {
    "taskId": "uk-5413-T-18464",
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      7,
      21
    ],
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      2,
      3,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Specifications are documented, but judging fit and finish means handling the actual garment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3422",
    "occupationId": null
  },
  {
    "taskId": "uk-5413-T-00254",
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      7
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    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": true,
    "rationale": "Changing machine speed and tension settings is done at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:25:36.532Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-5413-T-02478",
    "score": 93,
    "band": "very high",
    "range": [
      89,
      97
    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "This is measurement arithmetic against standard rules, which software does faster and more accurately than by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5413",
    "occupationId": null
  },
  {
    "taskId": "uk-5413-T-10234",
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      4
    ],
    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Measuring finished products with precision instruments requires handling them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
    "occupationId": null
  },
  {
    "taskId": "uk-5413-T-12891",
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      0,
      4
    ],
    "d": [
      1,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking alignment means holding the pieces together and looking.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5413",
    "occupationId": null
  },
  {
    "taskId": "uk-5413-T-14116",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Overlocking is machine work with the fabric in your hands.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8146",
    "occupationId": null
  },
  {
    "taskId": "uk-5413-T-15013",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Loading bobbins and spools is manual.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8146",
    "occupationId": null
  },
  {
    "taskId": "uk-5413-T-15358",
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      7,
      31
    ],
    "d": [
      3,
      3,
      0,
      0,
      3
    ],
    "confidence": "low",
    "unstable": false,
    "rationale": "Pattern nesting software is mature, but laying patterns on real cloth is done by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8146",
    "occupationId": null
  },
  {
    "taskId": "uk-5413-T-16754",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Supplying tools and materials to the line is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8146",
    "occupationId": null
  },
  {
    "taskId": "uk-5413-T-17789",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Replacing garment parts is handwork.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8146",
    "occupationId": null
  },
  {
    "taskId": "uk-5413-T-20866",
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      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Trimming threads and material is done by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8146",
    "occupationId": null
  },
  {
    "taskId": "uk-5413-T-10187",
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      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Putting bobbins into machines is manual.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
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    "occupationId": null
  },
  {
    "taskId": "uk-5413-T-14006",
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      4
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    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Felling machines need an operator at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8146",
    "occupationId": null
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  {
    "taskId": "uk-5413-T-15342",
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      4
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    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Positioning work under the needle is done by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8146",
    "occupationId": null
  },
  {
    "taskId": "uk-5413-T-17643",
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      4
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Taking finished work off the machine is a physical step.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5413",
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  },
  {
    "taskId": "uk-5413-T-20598",
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      4
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    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Threading machines is fiddly manual work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
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    "scoredUnderOccupationId": "uk-soc-8146",
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  {
    "taskId": "uk-5413-T-02477",
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      68,
      82
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      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Costing follows a clear method, though how long a particular bespoke job takes is judged from experience.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5413",
    "occupationId": null
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  {
    "taskId": "uk-5413-T-08516",
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      6,
      20
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      2,
      3,
      0,
      0,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Repair tags can be read digitally, but the garment has to be examined and marked by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8146",
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  {
    "taskId": "uk-5413-T-12794",
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      4
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    "d": [
      0,
      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Pinning appliques onto fabric is handwork.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8146",
    "occupationId": null
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  {
    "taskId": "uk-5413-T-17338",
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    "band": "high",
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      62,
      76
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      4,
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      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Recording quantities is simple admin, though the amounts come from what was actually used at the bench.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:40:00.000Z",
    "keyingScheme": "text-only",
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    "occupationId": null
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  {
    "taskId": "uk-5413-T-17891",
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    "d": [
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Changing needles and components with hand tools is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5223",
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  {
    "taskId": "uk-5413-T-20386",
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    "d": [
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Rejoining thread is a small, fiddly job done by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      0,
      2
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    "rationale": "Noticing a machine misbehaving and putting it right happens at the machine.",
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  {
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    "d": [
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      4,
      0,
      1,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Altering a garment is cutting, unpicking and sewing by hand.",
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    "modelId": "claude-opus-5",
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  {
    "taskId": "uk-5413-T-12874",
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    "d": [
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      1,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Measuring a person requires being with them, tape in hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:42:49.177Z",
    "keyingScheme": "text-only",
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  {
    "taskId": "uk-5413-T-00085",
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      63
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      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Grading a pattern to a set of measurements follows documented rules and is routinely done in software.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      4,
      0,
      0,
      1
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    "rationale": "Final adjustments are made by hand on the garment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5413",
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  {
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      4,
      0,
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      1
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    "unstable": false,
    "rationale": "Unpicking seams is careful handwork.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5413",
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  {
    "taskId": "uk-5413-T-20373",
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      4
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      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Changing a hem length is sewing done on the garment.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:42:49.177Z",
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  },
  {
    "taskId": "uk-5413-T-05401",
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      4,
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      2
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    "unstable": false,
    "rationale": "Cutting along a marked line is hands-on bench work.",
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    "modelId": "claude-opus-5",
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  },
  {
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    "rationale": "Pressing garments with an iron or press is physical work.",
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    "modelId": "claude-opus-5",
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  {
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      1
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    "rationale": "Buttonholes are stitched on the garment at the machine.",
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    "scoredUnderOccupationId": "uk-soc-5413",
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  {
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    "rationale": "Reshaping trouser legs is cutting and sewing by hand.",
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    "modelId": "claude-opus-5",
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  {
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      3
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    "rationale": "Reproducing a design at given measurements is largely drafting work, though checking it against cloth happens at the table.",
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    "modelId": "claude-opus-5",
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      3
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    "rationale": "Writing clear alteration instructions is simple record work, though it follows from what was pinned at the fitting.",
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    "rationale": "Trimming back material is done by hand on the piece.",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5413",
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  },
  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Swapping fastenings means unpicking and resewing by hand.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5413",
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  },
  {
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    "rationale": "Placing padding correctly inside a garment is done by feel.",
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    "scoredUnderOccupationId": "uk-soc-5413",
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  },
  {
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      3
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    "unstable": false,
    "rationale": "Costing from material quantities and standard times is arithmetic against known rates, which software does well.",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5413",
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  },
  {
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Finishing buttonholes on knitwear or hats is delicate handwork.",
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    "modelId": "claude-opus-5",
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  {
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      2
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    "rationale": "Patterns can be drafted digitally, but a bespoke fitting is done on the client with pins and chalk.",
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    "modelId": "claude-opus-5",
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  {
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      3
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    "rationale": "Pattern drafting and adaptation follow documented rules and are already done in software, with checks against real cloth.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5413",
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    "d": [
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      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cutting and assembling fabric pieces is done by hand.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
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    "scoredUnderOccupationId": "uk-soc-8146",
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  {
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      2
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    "rationale": "Common faults and remedies are well known, but judging wear and stitching quality means examining the garment.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5413",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Questions can be scripted, but customers explain what they want in conversation with a person.",
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    "scoredUnderOccupationId": "uk-soc-7111",
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      2,
      3
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    "rationale": "Bespoke design starts from client conversations and hand drawing, though AI can offer options.",
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    "scoredUnderOccupationId": "uk-soc-3422",
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  {
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      0,
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      3
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    "confidence": "medium",
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    "rationale": "Fabric performance and colour standards are documented, so checking a specification against them is desk work.",
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    "modelId": "claude-opus-5",
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  {
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      2,
      3
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    "rationale": "Technical pattern detail can be drafted, but finalising it happens in discussion with designers over real samples.",
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    "modelId": "claude-opus-5",
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      3
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    "rationale": "Instructions are clear, but executing them involves the physical product.",
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      3
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    "rationale": "Written updates and confirmations are easy to produce, though bespoke clients expect a relationship with their tailor.",
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      1,
      2
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    "rationale": "Making a sample is machine and bench work done alongside the machinist.",
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    "modelId": "claude-opus-5",
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    "rationale": "Reading a brief and adjusting standard blocks follows documented rules, which software handles well.",
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      0,
      2
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    "unstable": false,
    "rationale": "Spotting fitting problems needs the garment on someone, although the write-up afterwards is ordinary report work.",
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    "modelId": "claude-opus-5",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Careful handling of cut cloth and finished garments is physical work.",
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    "modelId": "claude-opus-5",
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    "rationale": "Checking that delivered products match the specification means physically examining them.",
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    "rationale": "Quality checks at each production stage rely on looking at, smelling and tasting the product.",
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      2
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    "rationale": "Checking that tools and machines work properly means using them.",
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    "modelId": "claude-opus-5",
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  {
    "taskId": "uk-5413-T-16189",
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    "d": [
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      4
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    "confidence": "low",
    "unstable": false,
    "rationale": "AI produces convincing sketches, though a hand-drawn concept carries the designer's own mark.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-3422",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Stock records are easy to computerise, but moving and storing the pieces safely is manual.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5441",
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  {
    "taskId": "uk-5413-T-09533",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Flagging quality and deadline issues is reporting work, though it depends on noticing them in production.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping the work area clean and safe is physical work in the kitchen.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5434",
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  {
    "taskId": "uk-5413-T-16166",
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Producing artwork in standard design software is well documented and AI-assisted.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Threading a needle is a physical task.",
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    "rationale": "Yarn charts help with the choice, but handling the yarn and working with it is physical.",
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    "rationale": "Software suggests general improvements, but the ideas that work come from knowing this particular plant.",
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    "rationale": "Fagoting joins fabric with stitches worked by hand.",
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    "rationale": "Improving a care service depends on shift-floor experience and colleagues working things out together.",
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    "rationale": "Knitting or weaving cloth is done at the needles or the loom.",
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    "rationale": "Marking cloth is done with chalk on the fabric.",
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    "rationale": "Loading a healded warp into a loom without damaging it is skilled hand work.",
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    "rationale": "Process data is already digital, so spotting where efficiency is lost is well suited to automatic analysis.",
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    "rationale": "Cutting and pulling filling out of cloth is fine hand work.",
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    "rationale": "Running fabric through an autoclave to finish it means being at the machine.",
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      3
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      2
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    "confidence": "medium",
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    "rationale": "Working out exposure time means actually exposing plates and comparing the results in the studio.",
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    "modelId": "claude-opus-5",
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      3
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    "unstable": false,
    "rationale": "Keying text into the system for print is basic input work already done by software from supplied files.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5421",
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  {
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      3
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    "confidence": "high",
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    "rationale": "Scaling artwork up or down is simple arithmetic that software applies exactly every time.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:25:42.237Z",
    "keyingScheme": "text-only",
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      2
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    "rationale": "Keeping equipment running well means working on it with tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8113",
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      2
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    "confidence": "high",
    "unstable": true,
    "rationale": "Adjusting ink fountain flow is a hands-on setting made at the press.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      2
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5422",
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      3
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    "rationale": "Time logs and production data are routine records, and much of it can be captured automatically.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5422",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Getting plates in register is hands-on press work, with some fine adjustment done at the console.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5422",
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      3
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    "unstable": false,
    "rationale": "Checking printed output means looking at real sheets under the light, though the report can be drafted.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5422",
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      3
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    "rationale": "Pulling item types and sizes out of a production order is straightforward document reading that software does reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:00:00.000Z",
    "keyingScheme": "text-only",
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      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Minor machine repairs need tools and hands on the press.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5422",
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      3
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    "rationale": "Entering job settings at a terminal is screen work that automation already does from job files.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5422",
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      3
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    "rationale": "Print-ready files depend on press-specific settings and checks that someone still has to set up and verify.",
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    "modelId": "claude-opus-5",
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      2
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    "rationale": "Changing press cylinders is heavy hands-on work.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5422",
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      3
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    "rationale": "Matching paper and ink to the job specification is a checking task that can be done from job data.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5422",
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      1,
      3
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    "rationale": "Ordering supplies from stock levels is routine purchasing that systems already automate.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5422",
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      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning and lubricating presses is physical maintenance work.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Mounting plates on the press is physical work at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:35:14.479Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5422",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Starting the press and pulling proofs is done standing at the press.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning plates is hands-on work after the run.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:35:14.479Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5422",
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      0,
      3
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    "rationale": "Pulling print files into production software is routine file handling done at the workstation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      2
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    "rationale": "Setting up and feeding paper is physical machine handling.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5422",
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      2,
      2
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    "unstable": false,
    "rationale": "Directing a press crew happens on the floor as the run goes, though planning can be assisted.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3
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    "rationale": "Alerts appear on screen, but responding to them usually means going to the press.",
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    "modelId": "claude-opus-5",
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      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Scheduling work through database software is exactly the kind of planning computers do well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5422",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Running collators, staplers and finishing machines is hands-on.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5422",
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      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Tracking job progress in a database is routine record keeping.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5422",
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      3
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    "rationale": "Archiving finished jobs to storage is a file-handling task software does reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5422",
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      4
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    "rationale": "Temperature and humidity readings are watched on a screen, which software can do continuously.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:25:34.214Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6129",
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      2
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    "unstable": false,
    "rationale": "Setting press strokes and pressures is done at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5441",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Printing onto different materials is machine work in the press room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "d": [
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      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Etching, screen printing and lithography are hand and machine crafts.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5422",
    "occupationId": null
  },
  {
    "taskId": "uk-5422-T-01741",
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      17
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      0,
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      3
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    "confidence": "medium",
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    "rationale": "Some checks can be automated, but judging a printed sheet means holding it under the light.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3417",
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  {
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      3
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    "rationale": "Quality and efficiency can be analysed from data, but much of the fix happens at the press.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5422",
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  },
  {
    "taskId": "uk-5422-T-01597",
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      21
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      0,
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      3
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    "confidence": "medium",
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    "rationale": "Final quality checks mean handling the actual printed product before it moves on.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5422",
    "occupationId": null
  },
  {
    "taskId": "uk-5422-T-05263",
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      4
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      4,
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      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Producing the actual printed items is machine work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:35:14.479Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5422",
    "occupationId": null
  },
  {
    "taskId": "uk-5422-T-08041",
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      49,
      63
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Scheduling to cut changeovers and downtime is a well understood planning problem software solves, though someone checks it works on the floor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2125",
    "occupationId": null
  },
  {
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      31,
      45
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      3,
      2,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking a job bag against the print job is a comparison task, partly done by picking up the physical bag.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:35:14.479Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5422",
    "occupationId": null
  },
  {
    "taskId": "uk-5422-T-00185",
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      17
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      3,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can supply the rules, but working safely around presses, inks and solvents is something the printer does in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5422",
    "occupationId": null
  },
  {
    "taskId": "uk-5422-T-04560",
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    "d": [
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      0,
      3,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Wet proof and press approval sessions happen with the customer standing at the press.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:35:14.479Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5422",
    "occupationId": null
  },
  {
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      19,
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      1,
      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Improvement discussions rely on shop-floor experience, though notes and proposals can be drafted.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:35:14.479Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5422",
    "occupationId": null
  },
  {
    "taskId": "uk-5422-T-08030",
    "score": 69,
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      65,
      73
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    "d": [
      4,
      1,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping digital and paper records up to date at each stage is routine record work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:35:14.479Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5422",
    "occupationId": null
  },
  {
    "taskId": "uk-5422-T-11415",
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      2,
      1,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Keeping printers, writers and photographers moving together is co-ordination done by a person who knows them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3412",
    "occupationId": null
  },
  {
    "taskId": "uk-5422-T-11745",
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      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Compliance documents and checks can be drafted by software, though keeping the press room genuinely safe needs a person on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5422",
    "occupationId": null
  },
  {
    "taskId": "uk-5422-T-16817",
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      46,
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      0,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Technical answers can be drafted well, but being the person others turn to depends on their trust in you.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
    "occupationId": null
  },
  {
    "taskId": "uk-5422-T-19570",
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    "d": [
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      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Helping operatives fix problems usually means going to the machine with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:35:14.479Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5422",
    "occupationId": null
  },
  {
    "taskId": "uk-5422-T-04391",
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      2,
      2,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "A risk assessment can be drafted from a template, but someone competent has to walk the press room and stand behind the findings.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5422",
    "occupationId": null
  },
  {
    "taskId": "uk-5422-T-08944",
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      17
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      1,
      3,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can pull the right steps out of the manuals, but following them on a running press is done by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5422",
    "occupationId": null
  },
  {
    "taskId": "uk-5422-T-12492",
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      45
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    "d": [
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      2,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Waste and run-over levels are numbers that can be calculated and tracked, with material handled on the floor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:35:14.479Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5422",
    "occupationId": null
  },
  {
    "taskId": "uk-5422-T-20157",
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      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Improvement ideas can be drafted, but making them stick depends on colleagues taking them up.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5223",
    "occupationId": null
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  {
    "taskId": "uk-5422-T-01089",
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      2,
      2,
      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Tidy, organised workspaces are created physically, though the audits and checklists can be templated.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:35:14.479Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5422",
    "occupationId": null
  },
  {
    "taskId": "uk-5423-T-00250",
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      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Adjusting glue settings on the machine means hands on the controls with the work running.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5423",
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  },
  {
    "taskId": "uk-5423-T-02670",
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    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Minor machine repairs need tools and someone at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5423",
    "occupationId": null
  },
  {
    "taskId": "uk-5423-T-05393",
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    "d": [
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      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cutting binder boards to size is machine work done by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5423",
    "occupationId": null
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  {
    "taskId": "uk-5423-T-05398",
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      4
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    "d": [
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      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cutting cover material to size is handwork at the guillotine or cutter.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5423",
    "occupationId": null
  },
  {
    "taskId": "uk-5423-T-08906",
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      4
    ],
    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Folding and sewing sheets into signatures is physical bindery work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5423",
    "occupationId": null
  },
  {
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      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Setting up binding machines for pressing, folding or trimming is hands-on work at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5423",
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  {
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      4,
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      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Trimming book edges to size is machine work done by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5423",
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  {
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      4,
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      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Gathering signatures into the right order is physical handling of printed sections.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5423",
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  {
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    "d": [
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning and lubricating a machine is hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5223",
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  {
    "taskId": "uk-5423-T-03106",
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      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning plant and equipment is manual work on the machine itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9129",
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  {
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    "d": [
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cutting product to size uses hand or power cutters.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-5423-T-08847",
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    "d": [
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting and gluing material to boards is handwork at the bench.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5322",
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  {
    "taskId": "uk-5423-T-10023",
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    "d": [
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      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Foil stamping and embossing covers is hands-on machine work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5423",
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  {
    "taskId": "uk-5423-T-10355",
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    "d": [
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Judging defects means handling the sample, though the checks are well defined and cameras already do some of this.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5423",
    "occupationId": null
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  {
    "taskId": "uk-5423-T-11486",
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    "d": [
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      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Loading sheets and sections into the machine is physical work.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5423",
    "occupationId": null
  },
  {
    "taskId": "uk-5423-T-14016",
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      0,
      4
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
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    "rationale": "Running the machine and feeding the material needs hands.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5411",
    "occupationId": null
  },
  {
    "taskId": "uk-5423-T-16896",
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      0,
      4
    ],
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      4,
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Punching and stapling paper is handwork with tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5423",
    "occupationId": null
  },
  {
    "taskId": "uk-5423-T-19334",
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      0,
      4
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      0,
      4,
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      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Setting up and feeding paper is physical machine handling.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:35:14.479Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5422",
    "occupationId": null
  },
  {
    "taskId": "uk-5423-T-20940",
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      3,
      17
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    "d": [
      1,
      3,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Bookbinding methods are documented, but applying them across projects is skilled work with materials in your hands.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5423",
    "occupationId": null
  },
  {
    "taskId": "uk-5423-T-01132",
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      4
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    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Colouring signature edges with brushes or atomisers is handwork.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5423",
    "occupationId": null
  },
  {
    "taskId": "uk-5423-T-01597",
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      7,
      21
    ],
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      2,
      3,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Final quality checks mean handling the actual printed product before it moves on.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:35:14.479Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5422",
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  {
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      74,
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      0,
      1,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Filling in quality records is paperwork software can compile from production data and file automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5423",
    "occupationId": null
  },
  {
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Pressing signatures in a press or smashing machine is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5423",
    "occupationId": null
  },
  {
    "taskId": "uk-5423-T-07973",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Tracking progress against deadlines is what project software does, with a nudge from a person when something slips.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2142",
    "occupationId": null
  },
  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Spotting a fault usually means hearing or seeing the machine misbehave, though writing up the defect report is straightforward for software.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5423",
    "occupationId": null
  },
  {
    "taskId": "uk-5423-T-10188",
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Rounding and backing book bodies in a machine is hands-on bindery work.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5423",
    "occupationId": null
  },
  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking printed output means looking at real sheets under the light, though the report can be drafted.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:35:14.479Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5422",
    "occupationId": null
  },
  {
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      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Judging whether work meets standard means looking at it where it was done.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:25:34.214Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6129",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Lubricating machinery is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5423-T-13388",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Watching the line for faults means being at the machine, though the checks themselves are well defined.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5423",
    "occupationId": null
  },
  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Basic maintenance on finishing equipment needs hands on the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5423",
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  {
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    "confidence": "medium",
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    "rationale": "Pulling set-up instructions out of a job sheet is exactly the kind of reading and extraction software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5212",
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  },
  {
    "taskId": "uk-5423-T-17635",
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Removing and stacking products is manual handling that has to be done in place.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:42:09.184Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9132",
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  {
    "taskId": "uk-5423-T-17691",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Taking material off the machine is physical work, even where the protocol is written down.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5423",
    "occupationId": null
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  {
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      3
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    "rationale": "Checking a job bag against the print job is a comparison task, partly done by picking up the physical bag.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:35:14.479Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5422",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Sorting and packing printed material is physical handling work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5423",
    "occupationId": null
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Wrapping and packing books for shipping is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5423",
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  {
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can check a specification, but telling a client honestly what this bindery's machines and stock can deliver draws on local know-how.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5423",
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      3
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    "confidence": "medium",
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    "rationale": "Completing safety logs and updating systems is record-keeping software can capture and file automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5423",
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  {
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      3
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    "confidence": "medium",
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    "rationale": "Writing work instructions and updating systems is documentation work software drafts quickly and consistently.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Training people to set up binding machines happens at the machine with the trainee’s hands on the controls.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3
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    "rationale": "Working out what a client actually wants is a back-and-forth conversation where trust and clarity matter.",
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    "rationale": "Clients explain what they actually need in conversation with someone they trust.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2134",
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  {
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      3
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    "confidence": "medium",
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    "rationale": "Flagging quality and deadline issues is reporting work, though it depends on noticing them in production.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5223",
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  {
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      3
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    "confidence": "medium",
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    "rationale": "Keeping the workspace safe and organised is physical housekeeping, even though the method is fully written down.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5423",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Grooving by hand in fine binding is skilled craft work with the book in front of you.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5423",
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  {
    "taskId": "uk-5423-T-15894",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Preparing the press for the next job is hands-on set-up work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5423",
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      2
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    "unstable": false,
    "rationale": "Reading the works instructions is easy for software, but making sure machines and materials are ready happens on the shop floor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8159",
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      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Recording production and staffing figures on standard forms is routine data entry.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5434",
    "occupationId": null
  },
  {
    "taskId": "uk-5423-T-17989",
    "score": 69,
    "band": "high",
    "range": [
      62,
      76
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    "d": [
      4,
      1,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Reporting a machine fault is routine written communication software can generate from the fault itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5423",
    "occupationId": null
  },
  {
    "taskId": "uk-5423-T-19099",
    "score": 56,
    "band": "partial",
    "range": [
      49,
      63
    ],
    "d": [
      3,
      1,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Equipment options are documented, so drafting a selection and activity plan can largely be automated.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1121",
    "occupationId": null
  },
  {
    "taskId": "uk-5423-T-19686",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Stacking boxes onto pallets is manual lifting.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9119",
    "occupationId": null
  },
  {
    "taskId": "uk-5423-T-20943",
    "score": 8,
    "band": "minimal",
    "range": [
      1,
      15
    ],
    "d": [
      1,
      3,
      0,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Restoring leather and cloth bindings is craft skill learnt by hand over years, with the artefact in front of you.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5423",
    "occupationId": null
  },
  {
    "taskId": "uk-5423-T-01153",
    "score": 32,
    "band": "low",
    "range": [
      25,
      39
    ],
    "d": [
      2,
      1,
      0,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Balancing what the customer wants against protecting the artefact is a judgement call software can inform but not own.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5423",
    "occupationId": null
  },
  {
    "taskId": "uk-5423-T-04431",
    "score": 49,
    "band": "partial",
    "range": [
      42,
      56
    ],
    "d": [
      3,
      1,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking that requirements are met before starting is a documented verification step software can run against the job specification.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5423",
    "occupationId": null
  },
  {
    "taskId": "uk-5423-T-17050",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Rebinding old or rare books with hand tools is skilled craft work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5423",
    "occupationId": null
  },
  {
    "taskId": "uk-5423-T-20157",
    "score": 26,
    "band": "low",
    "range": [
      19,
      33
    ],
    "d": [
      2,
      1,
      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Improvement ideas can be drafted, but making them stick depends on colleagues taking them up.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5223",
    "occupationId": null
  },
  {
    "taskId": "uk-5423-T-21391",
    "score": 56,
    "band": "partial",
    "range": [
      44,
      68
    ],
    "d": [
      3,
      1,
      0,
      0,
      3
    ],
    "confidence": "low",
    "unstable": false,
    "rationale": "Looking back over records to repeat a technique is retrieval and reference work software does quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5423",
    "occupationId": null
  },
  {
    "taskId": "uk-5423-T-20322",
    "score": 16,
    "band": "minimal",
    "range": [
      9,
      23
    ],
    "d": [
      1,
      2,
      0,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Photographing finished work means being there with the work, even though writing the notes is easy.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3429",
    "occupationId": null
  },
  {
    "taskId": "uk-5431-T-05412",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cutting meat into standard cuts takes a knife, a steady hand and the carcass in front of you.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5431",
    "occupationId": null
  },
  {
    "taskId": "uk-5431-T-03068",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning knives, saws and surfaces is hands-on work in the shop.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5431",
    "occupationId": null
  },
  {
    "taskId": "uk-5431-T-05383",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cutting and boning meat is hands-on knife work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5435",
    "occupationId": null
  },
  {
    "taskId": "uk-5431-T-05391",
    "score": 0,
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    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Trimming meat is skilled knife work done by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5431",
    "occupationId": null
  },
  {
    "taskId": "uk-5431-T-05413",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cutting meat, fish or poultry needs hands on the product.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5431",
    "occupationId": null
  },
  {
    "taskId": "uk-5431-T-11734",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping the work area tidy is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-5431-T-02967",
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    "band": "minimal",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Sharpening and changing blades is physical work on the equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5431",
    "occupationId": null
  },
  {
    "taskId": "uk-5431-T-05375",
    "score": 0,
    "band": "minimal",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Curing means handling and treating the actual meat, even though the recipes are written down.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5431",
    "occupationId": null
  },
  {
    "taskId": "uk-5431-T-05665",
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      4
    ],
    "d": [
      1,
      4,
      0,
      2,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Showing someone how to handle a knife or saw means demonstrating it in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5431",
    "occupationId": null
  },
  {
    "taskId": "uk-5431-T-10332",
    "score": 6,
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      0,
      13
    ],
    "d": [
      1,
      3,
      0,
      0,
      1
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Judging delivered meat relies on look, smell and touch at the goods-in door.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5431",
    "occupationId": null
  },
  {
    "taskId": "uk-5431-T-12997",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Mincing meat is machine work done by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5431",
    "occupationId": null
  },
  {
    "taskId": "uk-5431-T-16253",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Making sausages and pies is physical food production, even when the recipe is fixed.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5431",
    "occupationId": null
  },
  {
    "taskId": "uk-5431-T-19200",
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      4
    ],
    "d": [
      0,
      4,
      0,
      2,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Serving customers over the counter means preparing and handing over meat in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5431",
    "occupationId": null
  },
  {
    "taskId": "uk-5431-T-20473",
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      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Tenderising is done by hand or machine on the meat itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5431",
    "occupationId": null
  },
  {
    "taskId": "uk-5431-T-03573",
    "score": 39,
    "band": "low",
    "range": [
      32,
      46
    ],
    "d": [
      3,
      1,
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      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Routine messages draft easily, but working relationships with customers and suppliers are built by people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-5431-T-05668",
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      4
    ],
    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "This is literally about physical skill in handling carcasses.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5431",
    "occupationId": null
  },
  {
    "taskId": "uk-5431-T-12604",
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      31,
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    "d": [
      3,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Stock records and ordering are natural software tasks, though goods still have to be handled and stored.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:05:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3119",
    "occupationId": null
  },
  {
    "taskId": "uk-5431-T-13158",
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      18,
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    "d": [
      2,
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      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Temperature logs and food-safety records suit software well, but keeping the room and the meat right needs someone there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5431",
    "occupationId": null
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  {
    "taskId": "uk-5431-T-13579",
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    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Moving stock into the cold room is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5431",
    "occupationId": null
  },
  {
    "taskId": "uk-5431-T-17072",
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    "d": [
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      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Taking in deliveries means being at the loading bay.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9252",
    "occupationId": null
  },
  {
    "taskId": "uk-5431-T-19547",
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    "d": [
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Smoking meat means loading and running the smoker.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5431",
    "occupationId": null
  },
  {
    "taskId": "uk-5431-T-20607",
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    "d": [
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Tying joints is hand work on the meat.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5431",
    "occupationId": null
  },
  {
    "taskId": "uk-5431-T-03488",
    "score": 85,
    "band": "very high",
    "range": [
      78,
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    ],
    "d": [
      4,
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      0,
      1,
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    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Taking payment is a standard till transaction that systems already handle, though someone is usually at the counter serving.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:40Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5431",
    "occupationId": null
  },
  {
    "taskId": "uk-5431-T-08275",
    "score": 68,
    "band": "high",
    "range": [
      61,
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    ],
    "d": [
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      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Working out how much meat to order from past sales is forecasting software handles well, though local trade knowledge matters.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5431",
    "occupationId": null
  },
  {
    "taskId": "uk-5431-T-12661",
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      2,
      16
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      2,
      0,
      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Leading a line team through a busy day depends on a manager the crew knows, present with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1121",
    "occupationId": null
  },
  {
    "taskId": "uk-5431-T-13416",
    "score": 56,
    "band": "partial",
    "range": [
      49,
      63
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    "d": [
      3,
      1,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Spotting what sells and suggesting new lines is analysis and idea work that software supports well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5431",
    "occupationId": null
  },
  {
    "taskId": "uk-5431-T-14999",
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    "band": "minimal",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Arranging the display counter means placing real products by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5431",
    "occupationId": null
  },
  {
    "taskId": "uk-5431-T-17339",
    "score": 46,
    "band": "partial",
    "range": [
      39,
      53
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    "d": [
      4,
      2,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Recording quantities in and out is straightforward record-keeping, though the counting happens at the counter.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5431",
    "occupationId": null
  },
  {
    "taskId": "uk-5431-T-19421",
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    "band": "minimal",
    "range": [
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      4
    ],
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      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Building a display is physical arrangement of products in the shop.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5431",
    "occupationId": null
  },
  {
    "taskId": "uk-5431-T-21643",
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    "band": "minimal",
    "range": [
      0,
      9
    ],
    "d": [
      0,
      3,
      0,
      1,
      1
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "This is about how a person does physical shop-floor work alongside colleagues.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5431",
    "occupationId": null
  },
  {
    "taskId": "uk-5431-T-21748",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Wrapping carcasses and cuts is hand work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:04:43.907Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-5431-T-13662",
    "score": 35,
    "band": "low",
    "range": [
      28,
      42
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    "d": [
      2,
      0,
      0,
      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "AI can prepare the numbers and options, yet supplier deals still turn on a person doing the haggling.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T14:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5436",
    "occupationId": null
  },
  {
    "taskId": "uk-5431-T-19003",
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    "band": "minimal",
    "range": [
      0,
      4
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    "d": [
      0,
      4,
      0,
      1,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Selecting and preparing live animals means handling them in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5431",
    "occupationId": null
  },
  {
    "taskId": "uk-5431-T-19950",
    "score": 18,
    "band": "minimal",
    "range": [
      11,
      25
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    "d": [
      2,
      2,
      0,
      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Rotas, targets and paperwork can be drafted by software, but leading a shop team happens in person on the floor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5431",
    "occupationId": null
  },
  {
    "taskId": "uk-5431-T-21740",
    "score": 18,
    "band": "minimal",
    "range": [
      11,
      25
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    "d": [
      1,
      2,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "The procedures are written down, but working to them through a shift is down to the people doing it, with inspectors checking.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:40Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5431",
    "occupationId": null
  },
  {
    "taskId": "uk-5431-T-05396",
    "score": 0,
    "band": "minimal",
    "range": [
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      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cutting carcasses in a factory is physical knife and saw work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5431",
    "occupationId": null
  },
  {
    "taskId": "uk-5431-T-19445",
    "score": 0,
    "band": "minimal",
    "range": [
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    "d": [
      0,
      4,
      3,
      0,
      0
    ],
    "confidence": "high",
    "unstable": true,
    "rationale": "Slaughtering acts must be carried out by hand by a certificated person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:04:43.907Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-5431-T-19543",
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    "band": "minimal",
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      4
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    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Slicing carcasses is physical cutting work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5431",
    "occupationId": null
  },
  {
    "taskId": "uk-5431-T-14032",
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    "band": "minimal",
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      4
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    "d": [
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      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Using knives on meat is hand skill.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5431",
    "occupationId": null
  },
  {
    "taskId": "uk-5431-T-19452",
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    "band": "minimal",
    "range": [
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      4
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    "d": [
      0,
      4,
      1,
      0,
      0
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Shackling animals is heavy physical handling.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:04:43.907Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-5431-T-19541",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Skinning is hand work on the animal.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:04:43.907Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-5431-T-19546",
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    "band": "minimal",
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      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Opening a carcass is physical knife work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5431",
    "occupationId": null
  },
  {
    "taskId": "uk-5431-T-04660",
    "score": 32,
    "band": "low",
    "range": [
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    "d": [
      2,
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      1,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can suggest improvements from production data, but knowing what actually goes wrong on the line comes from working it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:40Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5431",
    "occupationId": null
  },
  {
    "taskId": "uk-5431-T-14042",
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      4
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    "d": [
      0,
      4,
      3,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Slaughtering is hands-on work with the animal and the machinery, and only someone holding an official certificate of competence may do it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:40Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5431",
    "occupationId": null
  },
  {
    "taskId": "uk-5431-T-19492",
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    "d": [
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      4,
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      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Singeing and defeathering are hands-on carcass preparation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5431",
    "occupationId": null
  },
  {
    "taskId": "uk-5431-T-19875",
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    "band": "minimal",
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      7
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    "d": [
      0,
      4,
      3,
      0,
      1
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    "confidence": "high",
    "unstable": true,
    "rationale": "Stunning must be done in person by someone holding a certificate of competence.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:04:43.907Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-5431-T-07804",
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    "band": "minimal",
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      4
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    "d": [
      0,
      4,
      1,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Making clean, accurate cuts on a carcass is knife work by hand, judged afterwards by the inspecting vet.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:40Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5431",
    "occupationId": null
  },
  {
    "taskId": "uk-5431-T-14818",
    "score": 0,
    "band": "minimal",
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      4
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Flaying and dressing a carcass is skilled knife work done by hand, and no software can take a blade to it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:40Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5431",
    "occupationId": null
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  {
    "taskId": "uk-5431-T-19599",
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    "d": [
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Sorting offal by hand relies on touch and sight at the line.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5431",
    "occupationId": null
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  {
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Washing carcasses is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5431",
    "occupationId": null
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  {
    "taskId": "uk-5431-T-03580",
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    "d": [
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      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Kitchen communication happens live, at speed, alongside the work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5434",
    "occupationId": null
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  {
    "taskId": "uk-5431-T-13004",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Safe practices and protective equipment are all documented, but wearing and using them properly is down to the person on the floor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
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    "d": [
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      4,
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Religious slaughter must be performed in person by a licensed and authorised person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5431",
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  {
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Trimming head meat is knife work by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5431",
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  {
    "taskId": "uk-5431-T-12998",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Mincing for sausages and cold cuts is physical machine work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5431",
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  {
    "taskId": "uk-5431-T-01252",
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Treating hides is physical work with chemicals and hands.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:24:42.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8113",
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  {
    "taskId": "uk-5431-T-12360",
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Moving and settling live animals in the lairage is physical handling, and it may only be done by a certificated person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:40Z",
    "keyingScheme": "text+occupation",
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  {
    "taskId": "uk-5432-T-02221",
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Baking is done with hands, dough and a hot oven, so software cannot do the actual work.",
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    "rationale": "Decorating is skilled handwork on a real cake, so it stays with the person holding the piping bag.",
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    "modelId": "claude-opus-5",
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    "rationale": "Mixing ingredients is physical work with kitchen equipment.",
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    "modelId": "claude-opus-5",
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    "modelId": "claude-opus-5",
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    "modelId": "claude-opus-5",
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      2
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    "rationale": "Finishing craft bakery products is skilled handwork.",
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    "keyingScheme": "text-only",
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    "rationale": "Keeping a bakery clean and tidy is physical work in the bakery.",
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      2
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      1
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    "rationale": "Shaping dough by hand is a feel-based craft skill that cannot be done from a screen.",
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      2
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      3
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    "rationale": "Labelling law is documented and software can get the wording right, but presenting and packing the goods happens by hand.",
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      3
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      3
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    "rationale": "Producing bread at scale is physical production work.",
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      3
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    "rationale": "Software can suggest a display layout, but arranging the products in the shop is physical work.",
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    "rationale": "The safety requirements are documented, but checking guards and condition on the actual mixer or oven means being in the bakery.",
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    "rationale": "Ideas for new dishes can be generated freely, but a recipe is only real once it is cooked and tasted.",
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    "rationale": "The compliance system is written down, but working to it during production is down to the bakers, with inspectors checking later.",
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    "rationale": "Stock software handles most of the tracking, though someone still checks what is actually on the shelves.",
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    "rationale": "Judging colour as something bakes means standing at the oven and looking at it.",
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      4
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    "rationale": "Reordering from usage figures is routine office work, though supplier calls and stock checks still involve a person.",
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    "rationale": "Taking in deliveries and putting them away is physical handling.",
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    "rationale": "Working out what stock to order from usage figures is a job software does well.",
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    "rationale": "Working out why quality slipped often means examining the product and the line in person.",
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    "rationale": "Routine servicing means working on the equipment itself.",
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    "rationale": "Stock records are built from figures already in the system, so keeping them up to date is mostly desk work.",
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    "rationale": "Piping icing and messages onto a cake is delicate handwork done in the bakery.",
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    "confidence": "high",
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    "rationale": "Washing decorating tools is straightforward physical work in the kitchen.",
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    "rationale": "Design and image tools now produce cake sketches quickly, with the baker choosing and refining them.",
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    "rationale": "Working out what a customer wants for a wedding or birthday cake depends on a personal conversation.",
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    "rationale": "Keeping the work area tidy is physical work.",
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    "rationale": "Wrapping and boxing a finished cake is careful handwork that cannot be done remotely.",
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    "rationale": "Buying ingredients for a bespoke cake is mostly ordering, though special items often mean a trip to the supplier.",
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    "rationale": "Cutting inlay sections into a surface is handwork with pattern and scissors.",
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    "rationale": "Costing ingredients is spreadsheet work, though pricing also involves judgement about what local customers will pay.",
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    "rationale": "Ingredient stock is managed in software, with some physical checking.",
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    "rationale": "Pulling the specifications out of a work order is straightforward document reading that software handles well.",
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    "rationale": "Gutting, trimming and displaying fish is skilled knife work with the actual product in hand.",
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    "rationale": "Washing down knives, boards and machines is physical cleaning in the shop or plant.",
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      3
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    "rationale": "Food safety rules and records can be drafted by software, but making sure they are followed means being on the shop floor.",
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    "rationale": "Making burgers and trimmings from fish is hands-on food preparation.",
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    "rationale": "Butchering and preparing animals or shellfish is physical work with knives.",
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    "rationale": "Trimming meat is skilled knife work done by hand.",
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    "rationale": "Filleting is precise knife work on a real fish or joint.",
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    "rationale": "Cutting carcasses in a factory is physical knife and saw work.",
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    "rationale": "Moving stock into the cold room is physical work.",
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    "rationale": "Chopping with a cleaver is manual work that needs a person holding the blade.",
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    "rationale": "Slicing carcasses is physical cutting work.",
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    "rationale": "Making poultry-cutting tools is hands-on toolmaking.",
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    "rationale": "Washing carcasses is physical work.",
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    "rationale": "Menu planning balances covers, cost, nutrition and popularity, which is exactly the sort of planning software does.",
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      2
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      3
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      3
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      3
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      3
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    "rationale": "Counts can be checked against paperwork automatically, but seeing the goods means being at the bay.",
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    "modelId": "claude-opus-5",
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      2
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    "rationale": "Checking supplies, equipment and work areas means walking the kitchen and looking at them.",
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      1
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    "rationale": "Keeping kitchen surfaces and utensils clean is hands-on work.",
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      3
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    "confidence": "medium",
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    "rationale": "Stock levels and ordering are largely system-driven, though someone still counts what is in the fridge.",
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    "keyingScheme": "text-only",
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  },
  {
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      14
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      0,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Planning a function menu can be drafted digitally, but the food itself is cooked by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T02:00:49.005Z",
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  },
  {
    "taskId": "uk-5434-T-15182",
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Menu drafting from customer preferences suits software, with chefs shaping the final choices.",
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    "keyingScheme": "text-only",
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  {
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      0,
      3
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    "confidence": "medium",
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    "rationale": "Slotting new dishes into a balanced menu is planning work software can draft.",
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    "keyingScheme": "text-only",
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      1
    ],
    "confidence": "high",
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    "rationale": "Preparing and cooking food is physical kitchen work.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9264",
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  {
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      3
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    "unstable": false,
    "rationale": "Cooking food day in, day out is physical craft work.",
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    "modelId": "claude-opus-5",
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      0,
      3
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    "rationale": "Reviewing menus against sales, seasons and costs is data work, though changes are proved in the kitchen.",
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      0,
      2,
      2
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    "rationale": "Supervising cooking across kitchens still depends on a chef walking them and seeing service.",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5434",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Working safely is about what a person does with knives, heat and equipment during service.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      2,
      2
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    "rationale": "Kitchen communication happens live, at speed, alongside the work.",
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    "modelId": "claude-opus-5",
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      3
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    "confidence": "medium",
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    "rationale": "Planning food operations across sites is largely a desk exercise built on sales and cost data.",
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      2
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    "rationale": "Demonstrating a technique means doing it in front of staff so they can copy it.",
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    "rationale": "Safe use of heavy kitchen equipment is about how people handle it in practice.",
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    "rationale": "Researching trends, products and suppliers for new offers is largely desk research software does well.",
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    "rationale": "Portioning correctly is learned and applied with food and hands, not on a screen.",
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      3
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    "rationale": "Placing orders against stock levels is routine ordering that systems already largely handle.",
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      3
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    "rationale": "The plan can be drafted digitally, but launching an offer runs on people agreeing and cooking it.",
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      3
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    "rationale": "Making food that holds, travels and presents well is hands-on production.",
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      3
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    "rationale": "Requisitioning supplies from menus and stock figures is largely a system task with some chef judgement.",
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      2
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      2
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    "rationale": "Agreeing a pastry brief with the head chef or client works through conversation.",
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      2
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    "unstable": false,
    "rationale": "Building a decorative display is craft done with the food itself.",
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      3
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    "rationale": "Trends and feedback can be analysed automatically, but improving a product means making and tasting versions.",
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    "rationale": "Finding candidate suppliers is search work software does well, though sampling still decides.",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Knife skills are learned through repetition with a knife in hand.",
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      3
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    "rationale": "Producing pastries at scale is hands-on production work.",
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      3
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      3
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      3
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    "rationale": "Culinary cuts are a hand skill practised on a board.",
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    "rationale": "Arranging a repair can be organised digitally, but the machine still needs people beside it.",
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    "confidence": "medium",
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    "rationale": "Wedding menu discussions depend on trust built with the couple in a real conversation.",
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      3
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    "rationale": "Recording production and staffing figures on standard forms is routine data entry.",
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      2
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    "confidence": "high",
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    "rationale": "Cooking food is physical work at the stove, whatever the recipe says.",
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    "rationale": "Cooking each order to time is hands-on work in a busy kitchen.",
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    "rationale": "Preparing and cooking food to a high standard is skilled hands-on work at the stove.",
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      2
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    "confidence": "high",
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    "rationale": "Baking is physical work with dough, ovens and timing judged by hand and eye.",
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    "rationale": "Cleaning a kitchen is manual work done in the room itself.",
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    "rationale": "Preparing and cleaning food is manual work at the counter.",
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    "rationale": "Directing cooks through service happens on the kitchen floor, in the moment.",
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    "rationale": "Hygiene standards are published, but inspecting a working kitchen means looking, touching and smelling in the room itself.",
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      2
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    "rationale": "Keeping the workplace clean and fit for use is physical work.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-6129",
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      3
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    "confidence": "medium",
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    "rationale": "Readings must be taken physically from the food, though the record itself is routine paperwork.",
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    "rationale": "Operating grills and fryers means standing at the equipment.",
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    "rationale": "Carving meat for service is skilled knife work done by hand.",
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      1
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    "rationale": "Cutting and boning meat is hands-on knife work.",
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    "rationale": "Covering another chef’s section means physically being in the kitchen cooking.",
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    "rationale": "Menu drafting from customer preferences suits software, with chefs shaping the final choices.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5434",
    "occupationId": null
  },
  {
    "taskId": "uk-5436-T-17399",
    "score": 20,
    "band": "low",
    "range": [
      13,
      27
    ],
    "d": [
      2,
      2,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Adverts and training materials are easy to generate, but interviewing and showing staff the job needs a person present.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T14:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5436",
    "occupationId": null
  },
  {
    "taskId": "uk-5436-T-19960",
    "score": 7,
    "band": "minimal",
    "range": [
      3,
      11
    ],
    "d": [
      1,
      3,
      0,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Supervising kitchen staff means being in the kitchen while the work happens.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
  },
  {
    "taskId": "uk-5436-T-01558",
    "score": 35,
    "band": "low",
    "range": [
      28,
      42
    ],
    "d": [
      2,
      0,
      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Understanding what a client really wants, and whether they are happy, comes out of talking with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2482",
    "occupationId": null
  },
  {
    "taskId": "uk-5436-T-06392",
    "score": 75,
    "band": "high",
    "range": [
      71,
      79
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Building a budget from past figures and planned changes is spreadsheet work AI does to a usable standard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T14:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5436",
    "occupationId": null
  },
  {
    "taskId": "uk-5436-T-07864",
    "score": 27,
    "band": "low",
    "range": [
      20,
      34
    ],
    "d": [
      2,
      1,
      2,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Licensing rules are published and software can track them, but a named personal licence holder has to stand behind alcohol sales here.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:40Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5436",
    "occupationId": null
  },
  {
    "taskId": "uk-5436-T-09843",
    "score": 30,
    "band": "low",
    "range": [
      23,
      37
    ],
    "d": [
      2,
      1,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Policy wording is easy to produce, but getting a team to actually follow it depends on the manager.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T14:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5436",
    "occupationId": null
  },
  {
    "taskId": "uk-5436-T-09986",
    "score": 23,
    "band": "low",
    "range": [
      16,
      30
    ],
    "d": [
      1,
      0,
      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Carrying a profit plan through a business depends on people acting on it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3556",
    "occupationId": null
  },
  {
    "taskId": "uk-5436-T-10997",
    "score": 20,
    "band": "low",
    "range": [
      13,
      27
    ],
    "d": [
      2,
      2,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Complaints are often settled at the table, though systems can suggest a fair outcome.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-5436-T-12377",
    "score": 75,
    "band": "high",
    "range": [
      68,
      82
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Managing a budget against actual spend is standard finance system work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1131",
    "occupationId": null
  },
  {
    "taskId": "uk-5436-T-12837",
    "score": 37,
    "band": "low",
    "range": [
      30,
      44
    ],
    "d": [
      2,
      1,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "AI can spot sales and margin opportunities in the numbers, though acting on them runs through the venue and its team.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T14:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5436",
    "occupationId": null
  },
  {
    "taskId": "uk-5436-T-13237",
    "score": 38,
    "band": "low",
    "range": [
      31,
      45
    ],
    "d": [
      2,
      1,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Much of this is paperwork and record checks that software does well, with an inspector still holding the premises to account.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:40Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5436",
    "occupationId": null
  },
  {
    "taskId": "uk-5436-T-13432",
    "score": 100,
    "band": "very high",
    "range": [
      96,
      100
    ],
    "d": [
      4,
      0,
      0,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Stock counts and reorder points come straight from till and delivery data, so software can run this and place the orders.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:40Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5436",
    "occupationId": null
  },
  {
    "taskId": "uk-5436-T-13614",
    "score": 21,
    "band": "low",
    "range": [
      14,
      28
    ],
    "d": [
      2,
      1,
      0,
      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "AI can draft the pricing and terms, but winning a catering contract turns on the trust built face to face with that client.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:40Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5436",
    "occupationId": null
  },
  {
    "taskId": "uk-5436-T-14253",
    "score": 79,
    "band": "high",
    "range": [
      75,
      83
    ],
    "d": [
      4,
      0,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Working out what to order from stock levels and sales patterns is routine ordering software already does.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T14:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5436",
    "occupationId": null
  },
  {
    "taskId": "uk-5436-T-14411",
    "score": 14,
    "band": "minimal",
    "range": [
      7,
      21
    ],
    "d": [
      2,
      3,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Keeping a stock list is easy for software, but tidying and moving the materials is physical.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9129",
    "occupationId": null
  },
  {
    "taskId": "uk-5436-T-14554",
    "score": 75,
    "band": "high",
    "range": [
      71,
      79
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Stock systems track and flag inventory differences well; the oversight itself is largely a screen job.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T14:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5436",
    "occupationId": null
  },
  {
    "taskId": "uk-5436-T-17053",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Deliveries have to be physically checked, carried and put away.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
    "occupationId": null
  },
  {
    "taskId": "uk-5436-T-17412",
    "score": 39,
    "band": "low",
    "range": [
      32,
      46
    ],
    "d": [
      3,
      1,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Writing adverts and sifting applications is well automated, but interviewing and choosing people stays with the manager.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T14:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5436",
    "occupationId": null
  },
  {
    "taskId": "uk-5436-T-18226",
    "score": 39,
    "band": "low",
    "range": [
      32,
      46
    ],
    "d": [
      3,
      1,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Complaint replies are easy to draft, though many are settled face to face in the venue.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T14:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5436",
    "occupationId": null
  },
  {
    "taskId": "uk-5436-T-21662",
    "score": 4,
    "band": "minimal",
    "range": [
      0,
      11
    ],
    "d": [
      1,
      3,
      0,
      2,
      1
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Working with front of house happens at the venue on show nights, alongside the people there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
    "occupationId": null
  },
  {
    "taskId": "uk-5436-T-00513",
    "score": 48,
    "band": "partial",
    "range": [
      41,
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    ],
    "d": [
      3,
      1,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Fire regulations are published in full, so AI gives sound general advice, with someone still walking the premises to check it fits.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:40Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5436",
    "occupationId": null
  },
  {
    "taskId": "uk-5436-T-02161",
    "score": 11,
    "band": "minimal",
    "range": [
      4,
      18
    ],
    "d": [
      1,
      2,
      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Attending a meeting means being there and contributing in the moment, which is not something software does for you.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T14:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5436",
    "occupationId": null
  },
  {
    "taskId": "uk-5436-T-06310",
    "score": 49,
    "band": "partial",
    "range": [
      42,
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    ],
    "d": [
      2,
      0,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Plans can be drafted, but choosing and entering a new market needs commercial judgement.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3556",
    "occupationId": null
  },
  {
    "taskId": "uk-5436-T-08195",
    "score": 75,
    "band": "high",
    "range": [
      68,
      82
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Nutrition rules are well documented, so AI can draft workable standards; the manager mainly checks they suit the menu and the customers.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:40Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5436",
    "occupationId": null
  },
  {
    "taskId": "uk-5436-T-10357",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking that delivered products match the specification means physically examining them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4131",
    "occupationId": null
  },
  {
    "taskId": "uk-5436-T-13127",
    "score": 38,
    "band": "low",
    "range": [
      31,
      45
    ],
    "d": [
      3,
      2,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Till reconciliation is automated, but handling and banking actual cash needs someone on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T14:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5436",
    "occupationId": null
  },
  {
    "taskId": "uk-5436-T-13207",
    "score": 75,
    "band": "high",
    "range": [
      71,
      79
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Budgets, payroll and till records are already digital, so software can check spending against what was authorised and flag anything odd.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:40Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5436",
    "occupationId": null
  },
  {
    "taskId": "uk-5436-T-13288",
    "score": 15,
    "band": "minimal",
    "range": [
      8,
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    ],
    "d": [
      1,
      2,
      1,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "The standards are written down, but seeing how food is really being prepared means watching the kitchen and correcting people there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:40Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5436",
    "occupationId": null
  },
  {
    "taskId": "uk-5436-T-13534",
    "score": 9,
    "band": "minimal",
    "range": [
      5,
      13
    ],
    "d": [
      1,
      2,
      0,
      3,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Pushing a sales team to hit targets works through personal encouragement day to day.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1150",
    "occupationId": null
  },
  {
    "taskId": "uk-5436-T-13662",
    "score": 35,
    "band": "low",
    "range": [
      28,
      42
    ],
    "d": [
      2,
      0,
      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "AI can prepare the numbers and options, yet supplier deals still turn on a person doing the haggling.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T14:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5436",
    "occupationId": null
  },
  {
    "taskId": "uk-5436-T-14502",
    "score": 21,
    "band": "low",
    "range": [
      14,
      28
    ],
    "d": [
      2,
      2,
      0,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Maintenance and security schedules can be planned on screen, but keeping an eye on the actual building means being in it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:40Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5436",
    "occupationId": null
  },
  {
    "taskId": "uk-5436-T-16202",
    "score": 83,
    "band": "very high",
    "range": [
      76,
      90
    ],
    "d": [
      3,
      0,
      0,
      0,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Forecasting from historic figures suits software well, though the assumptions behind it are a judgement call.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2329",
    "occupationId": null
  },
  {
    "taskId": "uk-5436-T-18283",
    "score": 13,
    "band": "minimal",
    "range": [
      6,
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    ],
    "d": [
      1,
      1,
      0,
      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Sorting out a falling-out between staff depends on knowing the people and being trusted by them, which no software can stand in for.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:40Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5436",
    "occupationId": null
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    "rationale": "Looking after tools and equipment means handling and servicing them.",
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    "confidence": "medium",
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    "rationale": "Checking that kiln doors, controls and equipment actually work means looking at and handling them, not reading about them.",
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    "keyingScheme": "text+occupation",
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    "rationale": "Measuring finished products with precision instruments requires handling them.",
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    "rationale": "Kiln forming of glass sheets is machine work in the workshop.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
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    "rationale": "Running a pug mill to blend and extrude clay is machine work.",
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    "confidence": "high",
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    "rationale": "Booking couriers is easy to automate, but wrapping fragile pottery is careful handwork.",
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    "unstable": false,
    "rationale": "Selling art runs on personal contacts and seeing work in the room, though the marketing side can be drafted automatically.",
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    "rationale": "Cutting pieces free with wire is done at the wheel.",
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    "rationale": "Hanging and arranging an exhibition means physically handling and placing the work.",
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    "confidence": "high",
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    "rationale": "Smoothing surfaces with abrasives or a sander is entirely physical work.",
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    "rationale": "Starting machines and conveyors happens on the shop floor.",
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    "rationale": "Checking a pattern with callipers and straightedges means measuring the part itself.",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Glassblowing is skilled physical work at the furnace.",
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    "rationale": "Blowing and rotating hot glass is entirely hands-on.",
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  {
    "taskId": "uk-5441-T-05820",
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    "rationale": "Software can generate design ideas, but decorative glass depends on craft judgement and making the piece.",
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    "scoredUnderOccupationId": "uk-soc-5317",
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    "confidence": "high",
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    "rationale": "Slumping glass in a kiln is workshop work with real materials.",
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    "modelId": "claude-opus-5",
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    "confidence": "medium",
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    "rationale": "AI can sketch glass concepts quickly, though making them workable in hot glass needs the maker.",
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    "rationale": "Producing lamp bases and tableware is making, not describing.",
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    "rationale": "Handling, moving and protecting real artefacts requires being there with them.",
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    "rationale": "Concept work can start from AI drafts, then the designer adapts them to the project.",
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    "rationale": "Recipes are partly published, but weighing and mixing batch materials happens in the workshop.",
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    "rationale": "Shaping hot glass with hand tools is physical craft.",
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    "rationale": "Safety assessments and storage rules are standard documents AI drafts well, with site checks by a person.",
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    "rationale": "Cutting specialist materials is hands-on workshop work.",
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    "rationale": "Turning sketches into technical specifications is documented drafting work AI can start.",
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    "rationale": "Soldering or fusing glass is craft work done by hand.",
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    "rationale": "Stencilling patterns onto glass is done by hand.",
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    "rationale": "Restoring an antique is skilled hands-on work with the object.",
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    "rationale": "Engraving, etching and blasting are physical decorating techniques.",
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    "rationale": "Applying waterproofing to fitted glass is site work.",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Running the coating equipment means loading lenses and working the machine on the shop floor.",
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    "modelId": "claude-opus-5",
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  {
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      3
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    "rationale": "Instruments give the numbers, but a person mounts and handles each lens.",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning lenses with cloths and solvents is manual.",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Flaw detection software helps, though the blanks still have to be handled and checked.",
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  {
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      4,
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting lenses into frames is precise handwork.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "occupationId": null
  },
  {
    "taskId": "uk-5441-T-19463",
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      13
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    "d": [
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      3,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "In a glass workshop this is grinding a lens to fit, a machine-shop job with no licence attached, unlike selling spectacles.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5441",
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  {
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      4,
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Mounting blanks into machine chucks is manual setup.",
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    "modelId": "claude-opus-5",
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  },
  {
    "taskId": "uk-5441-T-19268",
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    "d": [
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Setting dials and starting polishing machines happens at the machine.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5441",
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  {
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    "d": [
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      4,
      0,
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Setting a tool to cut correctly is done at the machine by feel.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5223",
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  {
    "taskId": "uk-5441-T-17784",
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      4
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    "d": [
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      4,
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      2
    ],
    "confidence": "high",
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    "rationale": "Soldering and hand-tool repairs need hands on the part.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5441",
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  {
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      4,
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Laying out and tracing lenses on glass is bench work.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      1
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    "confidence": "high",
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    "rationale": "Sorting lenses into containers is physical handling.",
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    "scoredUnderOccupationId": "uk-soc-5441",
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  {
    "taskId": "uk-5441-T-09816",
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    "d": [
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      2
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    "confidence": "high",
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    "rationale": "Dipping frames in solutions is done at the bench.",
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    "scoredUnderOccupationId": "uk-soc-5441",
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  {
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    "d": [
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      4,
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      1
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    "rationale": "Taking lenses out of moulds is manual.",
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    "keyingScheme": "text-only",
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  {
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      4
    ],
    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
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    "rationale": "Fixing parts together with glue, nails and screws is manual assembly work.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:00:00.000Z",
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  {
    "taskId": "uk-5442-T-01465",
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      4
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    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Assembling furniture means physically putting the parts together.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:36.798Z",
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    "scoredUnderOccupationId": "uk-soc-5316",
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  {
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    "d": [
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      4,
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cutting timber to size with hand tools is manual work at the bench or on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-9129",
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  {
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      4,
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting brackets, hinges and locks onto furniture is hands-on assembly work.",
    "promptVersion": "task_scoring_v1.0",
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  {
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      4,
      0,
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      2
    ],
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    "rationale": "Cutting and shaping timber on a machine takes a person feeding and controlling the work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5442",
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  {
    "taskId": "uk-5442-T-17835",
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    "d": [
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      4,
      0,
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Repairing a wooden piece means working on the item itself with tools in hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5442",
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  {
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    "d": [
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      2
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    "rationale": "Trimming, sanding and scraping a surface is done by hand at the bench.",
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    "modelId": "claude-opus-5",
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  {
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      2
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    "rationale": "Checking how pieces fit means handling them, although the specification being checked against is written down.",
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    "scoredUnderOccupationId": "uk-soc-5442",
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  {
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Drilling and punching holes is done with the tool in hand.",
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    "scoredUnderOccupationId": "uk-soc-5223",
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  {
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      1
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Matching grain and colour relies on an experienced eye and hand on the actual timber.",
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    "keyingScheme": "text-only",
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  {
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      3
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    "rationale": "Turning drawings into an assembly sequence is planning work software can draft, though workshop realities still shape it.",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Driving nails and fasteners into joints is physical bench work.",
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  {
    "taskId": "uk-5442-T-20880",
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      2
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    "confidence": "high",
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    "rationale": "Planes, chisels and files have to be worked over the timber by hand.",
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  {
    "taskId": "uk-5442-T-01271",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Bonding Formica or vinyl onto a surface is hands-on work with adhesive and the sheet.",
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  {
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      3
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    "rationale": "Design software plus AI gives useful starting concepts, but turning them into a buildable drawing still needs the maker.",
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    "modelId": "claude-opus-5",
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  {
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      2
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    "confidence": "high",
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    "rationale": "Marking out patterns on the actual timber is done with measuring tools in hand.",
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    "modelId": "claude-opus-5",
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  {
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      2
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    "confidence": "high",
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    "rationale": "Final touch-ups with sandpaper or wire wool are pure handwork.",
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    "modelId": "claude-opus-5",
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  {
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      3
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    "confidence": "medium",
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    "rationale": "Detailed designs and specifications follow documented conventions tools draft well, with a specialist confirming details.",
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    "scoredAt": "2026-08-04T17:34:23.812Z",
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    "scoredUnderOccupationId": "uk-soc-2133",
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  {
    "taskId": "uk-5442-T-19309",
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      1,
      3
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    "unstable": false,
    "rationale": "Writing out what an item must be like is document work, though it is usually agreed with the person paying for it.",
    "promptVersion": "task_scoring_v1.0",
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    "modelId": "claude-opus-5",
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    "modelId": "claude-opus-5",
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    "rationale": "Protecting furniture means applying treatments to the piece, even though the techniques are documented.",
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    "rationale": "Boulle work, French polishing and turning are specialist handwork learned at the bench.",
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    "rationale": "Care advice for restored furniture is standard guidance that can be written out clearly.",
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    "rationale": "Repairing damaged furniture is hands-on work on the item.",
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    "rationale": "Deciding a mix is a judgement call, but matching colour and consistency happens by hand with real tins.",
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    "rationale": "Finishes and treatments are well documented, so matching one to a customer’s wishes is mostly a knowledge question.",
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    "rationale": "Stripping old finishes needs tools, abrasives and hands on the surface.",
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    "rationale": "Smoothing surfaces with abrasives or a sander is entirely physical work.",
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    "scoredUnderOccupationId": "uk-soc-5442",
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    "scoredUnderOccupationId": "uk-soc-5442",
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    "rationale": "Rubbing a surface to bring out highlights is judged by hand and eye at the piece.",
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    "rationale": "Padding and covering a frame with fabric is upholstery handwork.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5442",
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    "rationale": "Costing restoration is calculation from rates and hours, though the hours come from seeing the object.",
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    "rationale": "Conservation with scalpels, cotton buds and solvents is delicate handwork on the object.",
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    "rationale": "Which timber suits which product is well documented, so the choice can largely be looked up.",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Condition records are standard documentation, though the details come from someone examining the piece.",
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    "rationale": "Keeping up with new tools and techniques is reading and summarising, which software does quickly.",
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    "confidence": "high",
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    "rationale": "Shaping timber with hand and machine tools is physical craft work that has to be done by a person.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5442",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Suppliers can be searched online, but judging whether a material is right often means seeing and handling it.",
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    "confidence": "medium",
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    "rationale": "Reading drawings is increasingly something software does well, but acting on them on a live project still needs someone present.",
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    "rationale": "Before-and-after photographs need someone in the room with the piece and a camera.",
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    "confidence": "high",
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    "rationale": "Taking accessories off before finishing is hands-on stripping down.",
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    "modelId": "claude-opus-5",
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    "rationale": "Cleaning surfaces ready for bonding is physical preparation work.",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Treatment processes can be written up clearly, but owners usually want them explained by the person doing the work.",
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    "confidence": "medium",
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    "rationale": "Keeping client records organised and up to date is routine office work that software does reliably.",
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    "unstable": false,
    "rationale": "Brushing bleach onto wood is hands-on work at the piece.",
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      1
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    "confidence": "high",
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    "rationale": "Treating warped or stained timber back to shape and colour is skilled handwork.",
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    "modelId": "claude-opus-5",
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    "unstable": false,
    "rationale": "Spraying or electrostatically coating metal is done with the gun in hand.",
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    "rationale": "Gilding, embossing and painting borders are applied by hand to the piece.",
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    "rationale": "Decorating a new piece with designs or borders is applied by hand.",
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      2
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    "rationale": "Colour and finish choices are settled in conversation, where a customer’s reaction matters as much as the options.",
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    "rationale": "Mixing and brushing wood stain onto timber is hands-on work at the surface.",
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    "rationale": "Cutting and shaping material to size is done with tools on the material.",
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    "rationale": "Cleaning equipment and working safely on site are physical actions in the workplace.",
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    "rationale": "Keeping records accurate is routine screen work software does reliably.",
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    "rationale": "Polishing items is physical work on the objects themselves.",
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    "rationale": "Gathering the materials for a job means walking round the workshop collecting them.",
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    "rationale": "Pricing a job from quantities and rates is calculation software already does.",
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      3
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    "rationale": "Reading a drawing to work out sizes, tools and the order of work is analysis software does well.",
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    "rationale": "Fitting hinges, handles and other hardware is done by hand with tools.",
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    "modelId": "claude-opus-5",
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    "rationale": "Fixing forms and structures in place is hands-on site work.",
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    "rationale": "Checking level and straightness means putting an instrument against the work.",
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    "rationale": "Sanding a patch means working on the surface with a tool.",
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    "confidence": "high",
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    "rationale": "Applying filler to seal a wooden floor is hands-on work on the floor.",
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    "rationale": "Programmes and messages can be drafted, but agreeing work with subcontractors runs on working relationships.",
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    "rationale": "Software can classify the waste and produce the paperwork, but carrying solvents and finishes out of the workshop needs a person.",
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    "rationale": "Helping customers choose depends on seeing and handling what is in the shop, though software can suggest options for an occasion.",
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    "rationale": "Requirements are easy to write up, but understanding what a client really needs comes from talking with them.",
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    "rationale": "Plant care advice is well documented and easy to generate, though customers usually ask while standing in the shop.",
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    "confidence": "high",
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    "rationale": "Delivering arrangements means driving them to the customer’s door.",
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    "rationale": "Stock rotation means physically moving and checking flowers, guided by records software can keep.",
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      2
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    "rationale": "Making up wedding and funeral flowers is skilled handwork with the materials in front of you.",
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    "confidence": "medium",
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    "rationale": "Selling plants face to face depends on reading the customer and their garden in the moment.",
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    "rationale": "Trimming and wiring materials is handwork with tools.",
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    "rationale": "Watering plants means physically getting water to them.",
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    "rationale": "Meeting deadlines can be planned by software, but the designs themselves still have to be made by hand.",
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    "rationale": "Decorating a venue means being there putting flowers in place.",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Price and style conversations happen by phone or in person, and reassurance matters, though the quoting itself is routine.",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can plan an arrangement from a brief, but knowing what will actually hold together and what is in season needs a florist.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Researching new techniques and trends is something software does quickly; putting them into practice still needs skilled hands.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3
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    "confidence": "medium",
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    "rationale": "Pricing is simple to automate, but wrapping the finished arrangement is handwork.",
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    "modelId": "claude-opus-5",
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  {
    "taskId": "uk-5443-T-02813",
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      6,
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      0,
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      2
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    "confidence": "medium",
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    "rationale": "Refreshing displays means physically rearranging the shop, even if the new look can be planned in advance.",
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    "modelId": "claude-opus-5",
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  {
    "taskId": "uk-5443-T-05876",
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      3
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    "confidence": "medium",
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    "rationale": "Software can design striking window display concepts, but building them in the shop is hands-on work.",
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  {
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      3
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    "rationale": "Sorting and prioritising a work queue against deadlines is scheduling work that software does well.",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Choosing containers is easy to specify, but cleaning and preparing them is physical work with hygiene rules.",
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  {
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    "d": [
      4,
      0,
      0,
      1,
      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Online ordering is already software; the human part is just handling the odd query.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-7115",
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  {
    "taskId": "uk-5443-T-01075",
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      1,
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    "confidence": "high",
    "unstable": false,
    "rationale": "Answering and routing calls is something phone systems and automated assistants already do.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:36.798Z",
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    "scoredUnderOccupationId": "uk-soc-4129",
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      2
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    "rationale": "Making a shop display look good means physically arranging the goods.",
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    "modelId": "claude-opus-5",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping the work area clean and safe is physical work in the kitchen.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5434",
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  {
    "taskId": "uk-5443-T-17087",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Payment systems handle the money, but taking payment at a counter needs someone standing there.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-7129",
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  {
    "taskId": "uk-5443-T-19023",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Standard floristry design patterns are documented, so matching one to a client brief is a straightforward lookup for software.",
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    "modelId": "claude-opus-5",
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  {
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      3
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    "confidence": "medium",
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    "rationale": "AI prepares the training material, but showing colleagues how it works happens in person.",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1131",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Sweeping and tidying a workshop is physical work.",
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    "modelId": "claude-opus-5",
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  {
    "taskId": "uk-5443-T-10268",
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      3
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    "confidence": "medium",
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    "rationale": "Counts can be checked against paperwork automatically, but seeing the goods means being at the bay.",
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    "scoredUnderOccupationId": "uk-soc-9252",
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  {
    "taskId": "uk-5443-T-17226",
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      4
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    "confidence": "high",
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    "rationale": "Storing customer details correctly under data protection rules is exactly the sort of record-keeping software handles reliably.",
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    "modelId": "claude-opus-5",
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      2,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Serving in a shop means being on the floor with customers.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7111",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Unpacking deliveries is lifting and sorting physical boxes in the shop.",
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    "modelId": "claude-opus-5",
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    "taskId": "uk-5443-T-11608",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Keeping a log of takings and payments is straightforward bookkeeping that software handles reliably for a small florist.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5443",
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    "confidence": "high",
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    "rationale": "Serving in the gift shop means being behind the counter with customers.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
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    "scoredUnderOccupationId": "uk-soc-6219",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Weaving and knotting a basket is handwork from beginning to end.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Measuring finished products with precision instruments requires handling them.",
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    "rationale": "Checking that delivered products match the specification means physically examining them.",
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    "rationale": "Counting the finished items to check an order is complete means handling the physical goods.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:08:26.129Z",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning moulds and mould parts is hands-on workshop work.",
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    "modelId": "claude-opus-5",
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    "rationale": "Cutting sprue holes into moulds is done with tools in hand.",
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    "rationale": "Pouring material into moulds is physical work at the bench.",
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    "rationale": "Trimming and deburring parts with hand tools is physical work at the bench.",
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    "modelId": "claude-opus-5",
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    "rationale": "Loading moulds into ovens or dryers is lifting and placing work.",
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    "rationale": "Mixing casting material to the right consistency is judged by hand at the bucket.",
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    "rationale": "Taking moulded patterns out is physical handling.",
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    "rationale": "Stacking filled moulds on racks is lifting and carrying.",
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    "rationale": "Gem knowledge is documented, but customers making an expensive choice want a person they trust advising them.",
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    "rationale": "Reading the drawing is one thing, but making the piece from it is bench work with tools.",
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    "rationale": "Choosing how to cut a stone depends on looking into that particular stone under a loupe.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5449",
    "occupationId": null
  },
  {
    "taskId": "uk-5449-T-00705",
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    "range": [
      2,
      16
    ],
    "d": [
      1,
      3,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Grading systems are written down, but the grade comes from examining the actual stone.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5449",
    "occupationId": null
  },
  {
    "taskId": "uk-5449-T-08288",
    "score": 66,
    "band": "high",
    "range": [
      59,
      73
    ],
    "d": [
      3,
      0,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Once the grades are known, valuing a stone against price guides and market data is a calculation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:25:36.532Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-5449-T-10294",
    "score": 7,
    "band": "minimal",
    "range": [
      0,
      14
    ],
    "d": [
      1,
      3,
      1,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Flaws and internal structure are seen through instruments held over the stone itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5449",
    "occupationId": null
  },
  {
    "taskId": "uk-5449-T-15304",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Polishing facets on a wheel is skilled handwork.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5449",
    "occupationId": null
  },
  {
    "taskId": "uk-5449-T-18947",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Soldering a stone into its mounting is fine handwork at the bench.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5449",
    "occupationId": null
  },
  {
    "taskId": "uk-5449-T-03564",
    "score": 35,
    "band": "low",
    "range": [
      28,
      42
    ],
    "d": [
      2,
      0,
      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Requirements can be written down, but designs get agreed in conversation where being understood matters.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5449",
    "occupationId": null
  },
  {
    "taskId": "uk-5449-T-09486",
    "score": 10,
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      3,
      17
    ],
    "d": [
      1,
      3,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Plotting a stone’s clarity means viewing it under magnification and drawing what you see.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5449",
    "occupationId": null
  },
  {
    "taskId": "uk-5449-T-12903",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Measuring a stone with precision instruments is done with it in hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5449",
    "occupationId": null
  },
  {
    "taskId": "uk-5449-T-18929",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Fixing gems into holders ready for cutting is careful handwork.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:25:36.532Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-5449-T-19465",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Shaping material with hand and machine tools is physical craft work that has to be done by a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-5449",
    "occupationId": null
  },
  {
    "taskId": "uk-5449-T-19655",
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    "band": "minimal",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Splitting a gem along a marked line is a hand skill with blade and hammer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5449",
    "occupationId": null
  },
  {
    "taskId": "uk-5449-T-08881",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      2,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting a wig or hairpiece is careful handwork on the client.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6221",
    "occupationId": null
  },
  {
    "taskId": "uk-5449-T-03528",
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    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Combing out hair is done by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6221",
    "occupationId": null
  },
  {
    "taskId": "uk-5449-T-17604",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Reinforcing a wig with backing materials is handwork on the piece.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5449",
    "occupationId": null
  },
  {
    "taskId": "uk-5449-T-07558",
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      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Drying hair is done by hand with a dryer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6221",
    "occupationId": null
  },
  {
    "taskId": "uk-5449-T-14632",
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    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Packing wigs for delivery is physical handling.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5449",
    "occupationId": null
  },
  {
    "taskId": "uk-5449-T-05399",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cutting an outline into metal with a graver is close handwork.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5449",
    "occupationId": null
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  {
    "taskId": "uk-5449-T-05457",
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      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cutting, sanding and polishing a workpiece is hands-on preparation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5449",
    "occupationId": null
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  {
    "taskId": "uk-5449-T-07778",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Engraving or stamping marks onto a product happens at the machine or bench.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:15:27.973Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
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  {
    "taskId": "uk-5449-T-10276",
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      15
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      0,
      0,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking an engraving for burrs and rough spots is done by eye and touch on the piece.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5449",
    "occupationId": null
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  {
    "taskId": "uk-5449-T-10821",
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      1,
      15
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    "d": [
      1,
      3,
      0,
      0,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The drawing can be read digitally, but producing the engraving is handwork at the piece.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5449",
    "occupationId": null
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  {
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      0,
      4,
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Adjusting guides and stops is done at the machine by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
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  {
    "taskId": "uk-5449-T-00243",
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    "band": "minimal",
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      4
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    "d": [
      0,
      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Raising or lowering a worktable is a physical adjustment at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5449",
    "occupationId": null
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  {
    "taskId": "uk-5449-T-07478",
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      4
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    "d": [
      0,
      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Scribing a pattern onto material is marking out done by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5449",
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  {
    "taskId": "uk-5449-T-08290",
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      4
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    "d": [
      0,
      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Acid etching is carried out on the actual workpiece.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5449",
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  {
    "taskId": "uk-5449-T-09298",
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Guiding a stylus over a template is hand-controlled machine work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:46:47.259Z",
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  {
    "taskId": "uk-5449-T-10281",
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking plates against masters is done under a microscope with the plate in front of you.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5449",
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  {
    "taskId": "uk-5449-T-12839",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Measuring happens at the workpiece, but working out lettering sizes and spacing is calculation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "uk-5449-T-13966",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Setting speeds, depths and feed rates is done at the machine controls.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Deciding which method suits a design is largely a knowledge question, though the material in front of you shapes it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
    "taskId": "uk-5449-T-05231",
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      2
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    "unstable": false,
    "rationale": "Making a design model by hand is craft work with materials and tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Assembling components into a model with hand and power tools is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:55:12.172Z",
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  {
    "taskId": "uk-5449-T-05233",
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    "rationale": "Software can generate and edit CAD and CAM models, though a maker still has to check the result will actually machine.",
    "promptVersion": "task_scoring_v1.0",
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    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
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    "unstable": false,
    "rationale": "Making a working prototype is workshop and laboratory work.",
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    "rationale": "Applying lacquer, wax or paint to a finished model is done by hand.",
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      3
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    "rationale": "Spray painting a product is hands-on finishing work.",
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      2
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    "rationale": "Cutting and shaping timber on a machine takes a person feeding and controlling the work.",
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    "scoredUnderOccupationId": "uk-soc-5449",
    "occupationId": null
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  {
    "taskId": "uk-5449-T-05279",
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      4
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    "d": [
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Making a ceramic sample or prototype is craft work with materials.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5449",
    "occupationId": null
  },
  {
    "taskId": "uk-5449-T-07507",
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    "band": "minimal",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Drilling fastener holes is done with the tool in hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5449",
    "occupationId": null
  },
  {
    "taskId": "uk-5449-T-08994",
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    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Forming metal with snips, brakes and mallets is physical shaping work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5449",
    "occupationId": null
  },
  {
    "taskId": "uk-5449-T-11571",
    "score": 56,
    "band": "partial",
    "range": [
      49,
      63
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    "d": [
      3,
      1,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Writing up specifications and production steps is record-keeping from information already gathered.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5449",
    "occupationId": null
  },
  {
    "taskId": "uk-5449-T-12290",
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      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Making scrapers and templates is bench work with tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5449",
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  },
  {
    "taskId": "uk-5449-T-19121",
    "score": 8,
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    "range": [
      1,
      15
    ],
    "d": [
      1,
      3,
      0,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Picking the right piece of timber means looking over the stock in the workshop.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5449",
    "occupationId": null
  },
  {
    "taskId": "uk-5449-T-20587",
    "score": 14,
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    "range": [
      7,
      21
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    "d": [
      2,
      3,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Test procedures are documented, but the equipment has to be connected up and tested in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5242",
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  },
  {
    "taskId": "uk-5449-T-21378",
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    "range": [
      0,
      20
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    "d": [
      1,
      3,
      0,
      0,
      2
    ],
    "confidence": "low",
    "unstable": false,
    "rationale": "Even with technology involved, a handcrafted item is still made by hand in a workshop.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5449",
    "occupationId": null
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  {
    "taskId": "uk-5449-T-00285",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Adjusting a truss or bridge is done by feel on the instrument.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5449",
    "occupationId": null
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  {
    "taskId": "uk-5449-T-03684",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Tuning means adjusting the actual instrument while listening to it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
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  {
    "taskId": "uk-5449-T-07299",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Taking an instrument apart for repair is hands-on work.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5449",
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  {
    "taskId": "uk-5449-T-15297",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Playing an instrument to hear what is wrong needs the instrument in your hands.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": null,
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  {
    "taskId": "uk-5449-T-17768",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Repairing a worn instrument is skilled handwork.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5449",
    "occupationId": null
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  {
    "taskId": "uk-5449-T-00686",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Aligning pads and keys is fine adjustment done by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
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  {
    "taskId": "uk-5449-T-01462",
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      4
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    "d": [
      0,
      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting bars onto a percussion instrument is physical assembly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5449",
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  },
  {
    "taskId": "uk-5449-T-03110",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning organ pipework is hands-on work on the instrument.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5449",
    "occupationId": null
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  {
    "taskId": "uk-5449-T-03121",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning percussion parts is physical maintenance.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5449",
    "occupationId": null
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  {
    "taskId": "uk-5449-T-05910",
    "score": 38,
    "band": "low",
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      31,
      45
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    "d": [
      2,
      1,
      0,
      0,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Design ideas can be drafted digitally, but instrument design is proved by building and hearing it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5449",
    "occupationId": null
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  {
    "taskId": "uk-5449-T-08684",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Making and repairing metal pipes is workshop handwork.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5449",
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  {
    "taskId": "uk-5449-T-12753",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Making bespoke wooden parts is done with hand tools and machinery.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5449",
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  {
    "taskId": "uk-5449-T-12763",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Making instrument components is physical workshop work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5449",
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  {
    "taskId": "uk-5449-T-12771",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Making small mechanical action parts is fine handwork.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
    "taskId": "uk-5449-T-15307",
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      4
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    "d": [
      0,
      4,
      0,
      0,
      1
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    "confidence": "high",
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    "rationale": "Polishing an instrument is done by hand with cloths and wheels.",
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    "modelId": "claude-opus-5",
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  {
    "taskId": "uk-5449-T-17622",
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      4
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      4,
      0,
      0,
      1
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    "confidence": "high",
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    "rationale": "Re-leathering bellows is handwork on the instrument.",
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    "modelId": "claude-opus-5",
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  {
    "taskId": "uk-5449-T-17656",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Working dents out of metal instruments is done by hand with mallets and burnishers.",
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  {
    "taskId": "uk-5449-T-17759",
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      4
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    "d": [
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Repairing a cracked drum or cymbal is hands-on work with tools.",
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  {
    "taskId": "uk-5449-T-17894",
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    "d": [
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Swapping xylophone bars is done by hand at the instrument.",
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    "modelId": "claude-opus-5",
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  {
    "taskId": "uk-5449-T-19362",
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      4
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      4,
      0,
      0,
      2
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    "rationale": "Setting up and tuning instruments happens physically at the venue.",
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    "scoredUnderOccupationId": "uk-soc-3415",
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  {
    "taskId": "uk-5449-T-19469",
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      4
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      4,
      0,
      0,
      1
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    "confidence": "high",
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    "rationale": "Reshaping parts to improve tone is skilled handwork judged by ear.",
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    "modelId": "claude-opus-5",
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  {
    "taskId": "uk-5449-T-19827",
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      4
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      4,
      0,
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Stringing an instrument is done by hand.",
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  {
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Tuning a pipe organ means being inside it adjusting pipes as the room changes.",
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  {
    "taskId": "uk-5449-T-21397",
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      0,
      2
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    "rationale": "The tuner reads the pitch, but someone has to sound the instrument and act on what it shows.",
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    "modelId": "claude-opus-5",
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  {
    "taskId": "uk-5449-T-21558",
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      4,
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      0,
      1
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    "unstable": false,
    "rationale": "Voicing an instrument is fine adjustment judged by ear with the instrument in front of you.",
    "promptVersion": "task_scoring_v1.0",
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  {
    "taskId": "uk-5449-T-01298",
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Applying varnish or paint to a surface is physical work no software can carry out.",
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    "modelId": "claude-opus-5",
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  {
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    "rationale": "Historical research helps, but reproducing a period instrument means building it by hand.",
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    "rationale": "Restoring soundboards and organ parts is skilled handwork.",
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    "rationale": "Washing instruments in stripping solutions is physical workshop work.",
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    "rationale": "Drawings can be produced by software, but this is bespoke work where the detail comes from the craft.",
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    "rationale": "Soldering posts and parts into place is fine handwork.",
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    "rationale": "Fitting eyelets, hinges and brackets to signs is hands-on work.",
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  {
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    "rationale": "Sign design happens in software already, and design tools now generate and adjust layouts quickly.",
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    "rationale": "Making signs on machinery is physical workshop work.",
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  {
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      2
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    "rationale": "Keeping children safe in your own home means being present, watching and stepping in when needed.",
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    "rationale": "Taking children places means physically going with them and keeping them safe.",
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    "rationale": "Teaching toddlers to eat, rest and use the toilet is hands-on guidance given alongside the child.",
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    "rationale": "Spotting and removing hazards means being in the room and moving things.",
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    "rationale": "Driving or walking children to school is physical work that needs a person there.",
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    "rationale": "First aid or resuscitation for a child needs a trained adult's hands right there.",
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    "rationale": "Offering play indoors and outdoors means being there with the children, setting things up and watching over them.",
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    "rationale": "Planning the menu is easy for software, but cooking the meal is physical work.",
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    "rationale": "Cooking a meal is physical work in a kitchen, even though the hygiene rules and recipes are easy to look up.",
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    "rationale": "Report writing can be supported, but a named adult must judge the concern and make the referral.",
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    "rationale": "Putting food on the table for children is physical work, whatever the nutrition guidance says.",
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    "rationale": "Tidying and cleaning rooms is physical work.",
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    "rationale": "Setting boundaries with a child works because of who is saying it and being there, not because of the words alone.",
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    "rationale": "Praise works because it comes from an adult the child knows and is there with them.",
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    "rationale": "Knowing a child in your care needs a doctor depends on being with them, even though making the call is straightforward.",
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    "rationale": "Homework help can be explained by software, but supervising children while they work means an adult in the room.",
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    "rationale": "Lap play, shared reading and crafts happen with an adult sitting alongside the child.",
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    "rationale": "Teaching a child to care about others happens through everyday moments with someone they trust.",
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    "rationale": "Children copy the adults in front of them, so this depends entirely on a person being there.",
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  },
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    "taskId": "uk-6116-T-20796",
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      1
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    "rationale": "Driving or walking children to school is physical work that needs a person there.",
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  {
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    "rationale": "Bathing a child is hands-on care.",
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  {
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    "unstable": false,
    "rationale": "Feeding a small child is hands-on work that no software can do.",
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  {
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  {
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      3
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    "rationale": "Finding suitable places, opening times and prices is easy to look up, though the outing itself is spent with the children.",
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      3
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  {
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      1
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    "rationale": "Playing with a child in a way that reads their mood needs a person in the room with them.",
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    "modelId": "claude-opus-5",
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  {
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      2
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    "rationale": "Showing a child how to wash, dress or tidy up means being beside them guiding their hands.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      3
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    "rationale": "Keeping a play area safe means walking it, watching the children and moving hazards out of the way.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-6117",
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  {
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      2
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    "rationale": "Supervising children means an adult being present and watching.",
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    "rationale": "The checklist can be produced automatically, but someone still has to walk round and physically test the swings and equipment.",
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    "keyingScheme": "text+occupation",
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  {
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      3
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    "rationale": "AI can plan varied activities and outings well, but someone has to be there running them with the children.",
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    "modelId": "claude-opus-5",
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      1
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    "rationale": "Building a real relationship with a child happens through play, in person, and the child being with a human is the whole point.",
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    "scoredAt": "2026-08-05T09:37:32Z",
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  {
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    "rationale": "Ideas for imaginative play spaces are easy to generate, but building and rearranging them with children is hands-on work.",
    "promptVersion": "task_scoring_v1.0",
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      2
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    "rationale": "Setting out equipment and play spaces is hands-on work that has to happen in the room.",
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    "keyingScheme": "text-only",
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    "rationale": "Software can supply the arguments for children's right to play, but persuading a particular parent or social worker happens face to face.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Apps can draft updates for parents, but the working relationship rests on a person parents know and trust with their child.",
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    "rationale": "Software can suggest inclusive approaches, but making a setting genuinely welcoming happens through people in the room every day.",
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    "rationale": "Trust built with parents, carers and other professionals over time is the whole point, and that only forms between people.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Knowing when to step in or step back during children's play is a live judgement made in the moment.",
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      2
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    "rationale": "Planning can be drafted from notes, but the watching itself means being present while children play.",
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    "rationale": "The response to an accident happens in person; only the written record afterwards could be drafted with help.",
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    "rationale": "A child learns to get on with others through their relationship with a familiar adult who is there with them.",
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    "rationale": "Washing toys and tidying play areas is physical work done in the room itself.",
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    "rationale": "Child development milestones are well documented, but noticing that one particular child is struggling depends on watching them day to day.",
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    "keyingScheme": "text+occupation",
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    "rationale": "Daily updates are already largely sent through nursery apps, though the trickier conversations happen face to face.",
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  {
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    "rationale": "Sorting and putting away toys and materials is physical tidying done in the room.",
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    "rationale": "Software can design a better treatment plan, but laying and applying it on the client's premises needs a certificated person there.",
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    "rationale": "Traps and bait have to be physically placed along the runs where the animals actually go.",
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    "rationale": "Cutting and drilling through building fabric is manual work with power tools on site.",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Injecting pesticide into the ground means holding the nozzle and working the equipment in place.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-6121",
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  },
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    "taskId": "uk-6121-T-15317",
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      1
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    "confidence": "high",
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    "rationale": "Sheeting a building means physically hauling and fixing tarpaulins around it.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-6121",
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    "taskId": "uk-6121-T-20387",
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      2,
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      1
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    "rationale": "Taping vents and hunting for leaks in a sheeted building is close hands-on checking.",
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  {
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      4,
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      1
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    "confidence": "high",
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    "rationale": "Treating marshland and ditches means walking the ground with the application kit.",
    "promptVersion": "task_scoring_v1.0",
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  {
    "taskId": "uk-6121-T-08250",
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      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Pricing a fumigation job follows standard rates for area, chemical and time, so software can draft the quote reliably.",
    "promptVersion": "task_scoring_v1.0",
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  {
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    "unstable": false,
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      3
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    "rationale": "Writing up what was treated, where and with what is standard record-keeping software can draft from job details.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-6121",
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  {
    "taskId": "uk-6121-T-17639",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Clearing blockages so spray can reach is physical work with tools in the infested space.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "uk-6121-T-13724",
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    "d": [
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      1,
      1,
      3
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    "rationale": "Warning notices and letters to occupants are straightforward to produce, though someone still has to get them in front of people on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3
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    "confidence": "high",
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    "rationale": "Locking up doors and gates is a physical job that needs someone walking the building.",
    "promptVersion": "task_scoring_v1.0",
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  {
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Clearing and tidying a work area is physical work done in the space itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "uk-6121-T-13815",
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    "d": [
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      1,
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      1
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Getting a landowner to agree is a personal conversation, often had at the farm gate rather than by email.",
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    "modelId": "claude-opus-5",
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      2
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    "confidence": "high",
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    "rationale": "Running a trap line to clear and reset traps means travelling to each one.",
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  {
    "taskId": "uk-6121-T-19117",
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      3
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    "rationale": "Matching traps and baits to a species is well-documented knowledge, though professional baits may only be chosen by a certificated pest controller.",
    "promptVersion": "task_scoring_v1.0",
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      1
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Detecting mole runs means walking the ground with the equipment and feeling where the tunnels are.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      2,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Applications for permission to use poisons or traps are paperwork software can prepare, but they must come from a certificated user.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      1
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    "confidence": "high",
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    "rationale": "Reading droppings and damage on the ground means being out there looking at it.",
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    "modelId": "claude-opus-5",
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  {
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      2
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    "confidence": "high",
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    "rationale": "Taking live quarry out of nets and into cages is careful hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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    "rationale": "Washing and grooming an animal is done with your hands on the animal.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "confidence": "high",
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    "rationale": "Scrubbing enclosures and fixing equipment happens in the building itself, with tools in hand.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Mucking out a cage is physical work nobody can do from a screen.",
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    "confidence": "high",
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    "rationale": "Exercising animals means being with them and moving them about.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Walking a dog needs a person on the other end of the lead.",
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    "rationale": "Carrying and putting out feed and water is physical work in the yard.",
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    "rationale": "Software can set out the rules, but following hygiene and biosecurity routines happens on site, hands on.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Disinfecting kennels is physical cleaning done in the kennel block.",
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      2
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  {
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    "rationale": "Watching over animals day to day means being with them, though software can help keep the records.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Nursing frail or sick animals is hands-on care given in person.",
    "promptVersion": "task_scoring_v1.0",
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  {
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    "rationale": "Software can supply the safety guidance, but working safely around animals, chemicals and equipment is something the carer does in person.",
    "promptVersion": "task_scoring_v1.0",
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  {
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      3
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    "unstable": false,
    "rationale": "General advice on feeding and care is well-documented information, though owners trust a person they can talk to.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Clipping claws needs steady hands on the animal.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can sort out the waste paperwork, but bagging and moving soiled bedding and clinical waste needs a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
    "taskId": "uk-6129-T-08824",
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can write listings and match animals to applicants, but home checks and judging whether a match will hold are done by people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      2
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      2
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    "rationale": "Giving an injection requires hands on the animal.",
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      3
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      3
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    "rationale": "Checking specimens and permits against the rules is paperwork software can carry a lot of.",
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    "rationale": "Loading and running laundry for the animal quarters is physical work on site.",
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    "rationale": "Noticing a security problem depends on being there and seeing it, though reporting it is straightforward.",
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      2
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  {
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      3
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    "confidence": "high",
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    "rationale": "Answering and routing calls is something phone systems and automated assistants already do.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4129",
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      1,
      3
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    "rationale": "Part conversation with the owner, part looking at and feeling that particular dog's coat.",
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      0,
      1
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    "rationale": "Repairing cages means tools in hand at the kennel.",
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    "modelId": "claude-opus-5",
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      1
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    "rationale": "Supervising children around animals requires an adult standing right there.",
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      0,
      3
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    "rationale": "Working out what to reorder from stock and usage records is routine desk work software does well.",
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      3
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      1
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    "rationale": "Unloading and stacking deliveries is lifting work.",
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      3
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    "rationale": "Pedigree records point to good matches, but breeders also judge the animal in front of them.",
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      1
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    "rationale": "Bathing an animal is hands-on work.",
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      3
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      1
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    "rationale": "Spotting heat depends on watching animals closely in person, and much of the skill is unwritten.",
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      3
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    "rationale": "Logging which animals were bred is record-keeping software handles, once someone has seen it happen.",
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      2
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    "rationale": "Tagging, tattooing or branding an animal is a physical procedure carried out on the animal itself.",
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      2
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    "rationale": "Castration is a physical procedure performed on the animal.",
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    "rationale": "Dehorning is a physical procedure on the animal.",
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    "rationale": "Exercising animals means moving them yourself.",
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    "rationale": "Cleaning, storing and sterilising equipment is physical work in the salon.",
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    "rationale": "Overseeing a labour and birth means being physically present with the woman throughout.",
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    "rationale": "Checking a birth room is clean, safe and properly stocked means walking into it and looking.",
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    "rationale": "Class material is easy to produce, but running a parenting class means leading a room of new parents.",
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    "rationale": "Taking a blood pressure reading means putting a cuff on the patient's arm.",
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    "rationale": "Working out a due date is a calculation from dates and scan measurements that software does exactly.",
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    "rationale": "Turning a breech baby is a hands-on procedure done by a doctor or midwife.",
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    "rationale": "Monitors record contractions automatically, but fitting them and watching the woman in labour needs someone present.",
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    "rationale": "Rules can be looked up, but working within your own limits is a judgement the worker has to make.",
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      3
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      2
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      3
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      3
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      3
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      1,
      3
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    "rationale": "Guidance on getting a home ready for a birth is written information, usually delivered at a visit.",
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      3
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      3
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    "rationale": "Risk assessment paperwork is easy to draft, but spotting hazards and fixing them happens on the floor.",
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      3
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    "modelId": "claude-opus-5",
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      3
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    "rationale": "Measuring a bump to track growth is done with a tape measure against the mother.",
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      4
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    "rationale": "Explaining what a genetic test involves draws on published material, though the conversation is had with a qualified professional.",
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    "rationale": "Setting up oxygen or medication involves handling equipment and drugs at the bedside.",
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    "rationale": "Updating patient records is structured typing that systems increasingly complete from information already recorded.",
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    "rationale": "A finger-prick test needs someone to prick the finger and read the result there.",
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    "rationale": "Spotting an ectopic pregnancy depends on scans and examination, and the diagnosis is a doctor's to make.",
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    "rationale": "Family planning information is thoroughly published, though it is normally given during a face-to-face appointment.",
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    "rationale": "Making a referral for newborn care support is form and routing work that systems handle well.",
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    "rationale": "Delivering hydrotherapy or similar treatments is hands-on care given in person.",
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    "rationale": "Helping carry out a therapy plan means working physically alongside the client.",
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    "rationale": "A therapy session works through a person being present with the client and adapting as it goes.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6131",
    "occupationId": null
  },
  {
    "taskId": "uk-6131-T-20146",
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      0,
      12
    ],
    "d": [
      1,
      3,
      1,
      3,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Rehabilitation after a stroke is practised physically with the client, supported by someone they trust.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6131",
    "occupationId": null
  },
  {
    "taskId": "uk-6131-T-00283",
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      20,
      34
    ],
    "d": [
      2,
      1,
      2,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Progress data can suggest changes, but altering someone's therapy programme is a qualified therapist's call.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6131",
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  },
  {
    "taskId": "uk-6131-T-01724",
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      0,
      12
    ],
    "d": [
      1,
      3,
      2,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Judging what someone can manage day to day means watching them do it in their own setting.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6131",
    "occupationId": null
  },
  {
    "taskId": "uk-6131-T-01982",
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      0,
      14
    ],
    "d": [
      1,
      3,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Showing someone how to use a walking frame or gadget means guiding their hands with the real thing.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6131",
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  },
  {
    "taskId": "uk-6131-T-03550",
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      28,
      42
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    "d": [
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      0,
      1,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Handover summaries can be drafted automatically, but the working relationships with nurses and doctors are built by a person.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:37:32Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6131",
    "occupationId": null
  },
  {
    "taskId": "uk-6131-T-13172",
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      14,
      28
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      2,
      2,
      1,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Recording progress is straightforward typing, but noticing a change in someone comes from being with them.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6131",
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  },
  {
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      20,
      34
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    "d": [
      2,
      1,
      2,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Standard exercise programmes are easy to draft, though tailoring one to a patient is a therapist's responsibility.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6131",
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  },
  {
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      14
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    "d": [
      1,
      3,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Showing someone how to use equipment means demonstrating with it in their own home.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:13:44.082Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6131",
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  },
  {
    "taskId": "uk-6131-T-21721",
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      14,
      28
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      2,
      1,
      1,
      3,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Goal-setting works because the patient believes in the goals, which comes from talking them through together.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6131",
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  },
  {
    "taskId": "uk-6131-T-00668",
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      4
    ],
    "d": [
      0,
      4,
      0,
      2,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Helping someone dress requires physical assistance at their side.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6135",
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  },
  {
    "taskId": "uk-6131-T-01935",
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      4
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      4,
      1,
      3,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Coordination work with a child is physical practice done alongside them.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6131",
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  },
  {
    "taskId": "uk-6131-T-02181",
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      4
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      4,
      1,
      2,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Meeting a patient's physical needs is hands-on personal care.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6131",
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  },
  {
    "taskId": "uk-6131-T-15070",
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      11,
      25
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      2,
      1,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Activity plans are easy to draft, but running the sessions means being in the room with people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6131",
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  },
  {
    "taskId": "uk-6131-T-16788",
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      23
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      2,
      0,
      3,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reminders help, but people stick with treatment because someone they know is encouraging them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6131",
    "occupationId": null
  },
  {
    "taskId": "uk-6131-T-20810",
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    "d": [
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      4,
      0,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Moving a patient in a wheelchair or supporting them standing is physical work with the person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:40:00.000Z",
    "keyingScheme": "text-only",
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    "occupationId": null
  },
  {
    "taskId": "uk-6131-T-00029",
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      4
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    "d": [
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      4,
      0,
      2,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Going out with someone and driving them means being there in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6135",
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  },
  {
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      3
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    "confidence": "medium",
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    "rationale": "Comparing session records against expected outcomes is analysis software does well from the notes.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6131",
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  {
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      1,
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      3
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    "rationale": "Notes and summaries can be produced automatically, but the discussion itself involves the team talking.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      1,
      1,
      3
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    "rationale": "Observing how someone is behaving day to day means being on the unit watching them.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      3
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    "rationale": "Drafting a daily routine is straightforward; helping someone actually follow it happens face to face.",
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    "modelId": "claude-opus-5",
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      2
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    "unstable": false,
    "rationale": "Attitude is something a person brings into the room; it is not a piece of work that can be produced.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-6131",
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      3
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    "confidence": "medium",
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    "rationale": "Suggesting adaptations is one thing; fitting and altering the equipment or the room is manual work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6131",
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    "rationale": "Drafting a programme of activities is planning work software does well from the therapist's brief.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Progress and attendance reporting is structured record work that systems already compile.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3
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    "rationale": "Written home-care guides are easy to produce, but showing a worried family how to do it, and being trusted, happens in person.",
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    "rationale": "Running a test with a client means sitting with them, presenting materials and watching how they respond.",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Learning material is abundant online, but attending training and building skill is something the worker does.",
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    "keyingScheme": "text-only",
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    "unstable": false,
    "rationale": "Checking a machine works properly means switching it on and looking at it.",
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    "unstable": false,
    "rationale": "Logging details into a secure system is structured data entry that software handles reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Keeping equipment clean, working and ready is physical work with the kit itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Care records follow set formats, so software drafts them well, with a registered nurse accountable for what the notes say.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:37:32Z",
    "keyingScheme": "text+occupation",
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      3
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    "rationale": "Producing reports from recorded information, with the right details withheld, is work software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6131",
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  {
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    "rationale": "Storing records securely is handled by the systems themselves, following set access and retention rules.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6131",
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    "rationale": "Clipping hair before an operation is done on the patient.",
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    "rationale": "Placing a wound drain is a clinical procedure carried out on the patient.",
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      2
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    "rationale": "Getting to the patient and helping them is hands-on work in a vehicle and at the scene.",
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    "rationale": "Route and traffic information is already sent straight to screens in the cab without anyone reading it out.",
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    "rationale": "The handover note can be drafted from records, but shift handovers usually happen in person on site.",
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    "rationale": "Mileage is captured automatically by fleet systems, though logging it still means looking at the vehicle.",
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    "rationale": "Changing linens and curtains is hands-on cleaning work.",
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      3
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  {
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    "rationale": "Cleaning and organising a surgery is physical work done in the room.",
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    "rationale": "Laying out trays and materials means physically setting up the surgery before treatment.",
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      2
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-6135",
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    "rationale": "Support of this kind rests on a familiar person being available, usually in the home.",
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  {
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      2,
      1,
      2
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    "unstable": false,
    "rationale": "Being personally answerable for care decisions is something only a named worker can hold.",
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    "modelId": "claude-opus-5",
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  {
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      1
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    "confidence": "high",
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    "rationale": "Caring for a child at home is hands-on and depends on a bond with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-6135",
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  {
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    "rationale": "Plan drafting and review are structured paperwork, though the useful content comes from staff who know the person.",
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    "scoredUnderOccupationId": "uk-soc-6135",
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    "rationale": "Care notes follow set formats and are exactly the kind of writing software drafts reliably.",
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  {
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6135",
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      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Meal planning around dietary needs is well-documented work that software produces quickly and well.",
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    "keyingScheme": "text-only",
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    "confidence": "high",
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    "rationale": "Planning the menu is easy for software, but cooking the meal is physical work.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6135",
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    "rationale": "Writing up progress notes is routine structured recording that software handles well.",
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    "rationale": "Care rules are published and easy to look up, but applying them happens in real situations on shift.",
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      2
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    "confidence": "medium",
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    "rationale": "Planning meetings turn on what each worker has seen and on trust built between colleagues.",
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    "rationale": "Ideas for activities are easy to suggest, but running them well needs a person people respond to.",
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    "rationale": "Relatives learn hands-on tasks by being shown, and a trained worker has to check they are safe.",
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    "rationale": "Writing up what was done and how someone is getting on is structured recording software drafts well.",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Raising a concern with a clinical supervisor needs an accountable professional on the other side.",
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    "rationale": "Materials can be prepared easily, but people learn these skills by being shown in their own home.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
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    "rationale": "Going out with someone and driving them means being there in person.",
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    "modelId": "claude-opus-5",
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    "unstable": false,
    "rationale": "Bathing a child is hands-on care.",
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    "rationale": "Someone has to go out and fetch the shopping.",
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      2
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    "rationale": "Making the list is easy for software, but the shopping trip itself needs a person.",
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    "rationale": "Washing up and laundry are physical household jobs.",
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    "modelId": "claude-opus-5",
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    "rationale": "Company and entertainment work because a person is actually there.",
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    "rationale": "Laundry is physical work in a laundry room.",
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    "confidence": "high",
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    "rationale": "Applying rubs and treatments requires hands on the patient.",
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    "confidence": "high",
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    "rationale": "Toileting support is intimate, hands-on help.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Helping someone dress requires physical assistance at their side.",
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    "modelId": "claude-opus-5",
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  {
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      2
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    "confidence": "medium",
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    "rationale": "Checking on residents means walking round and seeing how they actually are.",
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    "unstable": false,
    "rationale": "Activity ideas are easy to generate, but running the session means being in the room.",
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    "unstable": false,
    "rationale": "Untangling complicated personal situations depends on knowing the individual and being trusted by them.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Feeding someone is hands-on care given at their side.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The facts are easy to prepare, but families want them from someone who knows their relative.",
    "promptVersion": "task_scoring_v1.0",
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  },
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    "rationale": "Course content can be AI-written, but running the training with people in the room cannot.",
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    "confidence": "medium",
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    "rationale": "Adverts and shortlisting can be drafted by software, but the interview and the hiring call stay with a person.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6136",
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  {
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      3
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    "rationale": "Tracking spend against a budget for equipment and services is spreadsheet work software handles accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:37:32Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6136",
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  },
  {
    "taskId": "uk-6136-T-04914",
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    "rationale": "The paperwork behind control processes can be drafted automatically, but getting them used needs someone to push it through.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Plain-English explanations can be drafted, though standing in front of a community group is the actual task.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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  {
    "taskId": "uk-6136-T-04670",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Policy wording on eligibility and benefits is well-trodden drafting work that software handles from existing rules and templates.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  },
  {
    "taskId": "uk-6136-T-11789",
    "score": 81,
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    "rationale": "Keeping staff records complete and up to date is straightforward system work, with a manager still accountable for accuracy.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Child advocacy referrals turn on professional judgement about a specific family, and someone qualified has to own that call.",
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    "modelId": "claude-opus-5",
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    "rationale": "Helping someone bathe and dress is intimate physical work that has to be done in person.",
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    "keyingScheme": "text+occupation",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Checking care against regulator standards needs someone qualified who has actually seen how the care is delivered.",
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    "keyingScheme": "text-only",
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    "rationale": "The doctor's written instruction can be read by anyone, but a trained care worker has to be there to give the tablets.",
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    "keyingScheme": "text+occupation",
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    "rationale": "Support plans follow familiar templates, so software can draft and update them, with the manager signing off the result.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Building the training and systems around spotting abuse is largely written work, with some delivery done face to face.",
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    "modelId": "claude-opus-5",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "unstable": false,
    "rationale": "Mentoring works because a colleague trusts you specifically; written materials help but do not replace the relationship.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "unstable": false,
    "rationale": "Culture is set by how a manager behaves with people day to day.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "rationale": "Explaining choices to someone about their own care needs presence and trust, often with people who find information hard.",
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    "rationale": "Caring for a disabled child is hands-on work that has to happen where the child is.",
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    "rationale": "Automated service handles most complaints well, though an upset customer often wants a person to take it seriously.",
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    "rationale": "Advice can be looked up, but taking a difficult case to a clinical supervisor is a conversation between two people.",
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      2
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      2
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      3
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    "rationale": "Safeguarding decisions are a legal responsibility carried by named, accountable people working with other agencies.",
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    "scoredUnderOccupationId": "uk-soc-6136",
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      3
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    "rationale": "Medication records are structured entries, but they are signed at the point of giving the medicine by the person who gave it.",
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    "rationale": "Pulling figures and incidents into a report for the manager is exactly the kind of writing software does well.",
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    "rationale": "Driving someone to the shops or an appointment needs a person behind the wheel.",
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    "rationale": "Buckling a seatbelt or strapping a wheelchair into a vehicle is done with hands.",
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    "rationale": "Someone with a driving licence has to be behind the wheel and with the client for the whole journey.",
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    "rationale": "Cleaning and checking over a vehicle is physical work done at the vehicle.",
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    "rationale": "Cleaning and setting out the chapel is physical work that has to happen in the room.",
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    "rationale": "Matching names and numbers is easy for a computer, but someone must be there to read the coffin plate.",
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    "rationale": "Safety checks on a cremator mean physically examining the plant, its doors and its seals.",
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    "rationale": "Placing a body into the cremator is physical work requiring people in the room.",
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    "rationale": "Cosmetic reconstruction with wax and airbrush is skilled handwork.",
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    "rationale": "Stock lists sit easily on a system, but checking chemicals and instruments are ready means looking at the shelves.",
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    "rationale": "Arranging transfers is scheduling and paperwork, and the accompanying documents follow a standard pattern.",
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    "rationale": "Where a coffin sits depends on the particular chapel or graveside, which someone has to see.",
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  {
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  {
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      4
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    "confidence": "medium",
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    "rationale": "Funeral accounts and financial records are standard bookkeeping that software handles very well.",
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    "modelId": "claude-opus-5",
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    "rationale": "Selling to a grieving family depends on trust built face to face, not on a sales script.",
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    "modelId": "claude-opus-5",
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    "rationale": "Assisting with embalming means being in the room with your hands on the work.",
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    "keyingScheme": "text-only",
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    "modelId": "claude-opus-5",
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  {
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    "rationale": "Working out what a shopper wants usually happens face to face, though online tools already suggest products well.",
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    "keyingScheme": "text-only",
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  {
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      3
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    "rationale": "Planning can be drafted with software; leading people towards the plan cannot.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
    "keyingScheme": "text-only",
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  {
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    "confidence": "medium",
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    "rationale": "A reply can be drafted, but a family unhappy with a funeral wants to be heard by a person who takes responsibility.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:37:32Z",
    "keyingScheme": "text+occupation",
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    "rationale": "Collecting and sorting feedback automates well, but hearing a complaint in person does not.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9223",
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    "confidence": "high",
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    "rationale": "Ordering goods and services is routine purchasing work software already handles end to end.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2322",
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    "rationale": "Turning a priced list of services into an invoice is routine office work, with the funeral director checking it before it goes out.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:37:32Z",
    "keyingScheme": "text+occupation",
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    "rationale": "Memorial options are catalogue choices easily matched to stated preferences, though families value guidance in person.",
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    "modelId": "claude-opus-5",
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    "rationale": "Acting ethically shows in day-to-day conduct with families and the deceased rather than in anything written down.",
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    "rationale": "Summarising industry news for colleagues is exactly the sort of writing software does quickly and well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Developing yourself and your team depends on personal relationships and honest feedback between people.",
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    "modelId": "claude-opus-5",
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    "rationale": "Adjusting how you talk to someone with dementia or a different first language depends on reading them in the moment.",
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    "modelId": "claude-opus-5",
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    "rationale": "Spotting improvements can be drafted from data, but owning and driving the change through is a person's job.",
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    "rationale": "Keeping a coffin display area means physically arranging and cleaning it.",
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    "rationale": "Prepaid funeral plans are now regulated financial products, so an authorised firm and a competent adviser must handle the sale.",
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    "rationale": "Agendas and notes can be produced automatically, but taking part in a team briefing means being in the meeting.",
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    "keyingScheme": "text+occupation",
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    "rationale": "Living up to a firm’s values shows in behaviour with families, not in a document.",
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    "rationale": "Leadership approaches are well written about, but supporting a particular colleague depends on knowing them.",
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    "rationale": "Choosing and using business software and online tools is well documented and increasingly automated.",
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    "modelId": "claude-opus-5",
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    "rationale": "Finding likely candidates and clients from data is easy, though converting them relies on human contact.",
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    "unstable": false,
    "rationale": "Religious funeral requirements are widely documented, though families need to be asked sensitively what they want.",
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    "rationale": "Slides are easy to prepare, but the talk is given by a person standing in front of the audience.",
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    "modelId": "claude-opus-5",
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    "rationale": "Competitor watching relies on public information software collects and summarises well.",
    "promptVersion": "task_scoring_v1.0",
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      4,
      0,
      1,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Showing people to their seats means walking them there.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
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      4,
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Building a lifelike mount is skilled handwork on the specimen.",
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    "modelId": "claude-opus-5",
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  {
    "taskId": "uk-6138-T-04526",
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      1
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    "unstable": false,
    "rationale": "Building a support frame means cutting and shaping materials by hand.",
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Skinning a specimen with hand and power tools is entirely physical.",
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    "d": [
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      1
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    "confidence": "high",
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    "rationale": "Building mounts and backdrops is hands-on making.",
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    "modelId": "claude-opus-5",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Making artificial eyes is delicate craft work by hand.",
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    "d": [
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      3
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    "confidence": "low",
    "unstable": false,
    "rationale": "The relevant animal legislation is published in full, so software can check what the rules require and flag gaps.",
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      1
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    "rationale": "Making artificial scales is fine handwork.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6138",
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  {
    "taskId": "uk-6138-T-19470",
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      4,
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      0,
      2
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    "confidence": "high",
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    "rationale": "Cutting and shaping material to size is done with tools on the material.",
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    "modelId": "claude-opus-5",
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  {
    "taskId": "uk-6138-T-04521",
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      0,
      3
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    "rationale": "Making a prototype or model is workshop work.",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Keeping notes about an animal’s death is straightforward record-keeping.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6138",
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  {
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Coffin and casket materials are set out in supplier catalogues with clear specifications, so matching them to a need is straightforward.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "d": [
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      3
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    "confidence": "high",
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    "rationale": "Producing online adverts and brochure copy is routine promotional writing and layout.",
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      3
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    "rationale": "Designing the template can be done on screen; cutting it from wood or metal cannot.",
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    "confidence": "high",
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    "rationale": "Shaping clay or wax with fingers and small tools is physical making.",
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    "rationale": "Writing out what an item must be like is document work, though it is usually agreed with the person paying for it.",
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      1
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    "confidence": "high",
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    "rationale": "Selling at a craft fair means being on the stand talking to people who came to see the work.",
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    "rationale": "Packaging ideas and pricing plans are desk decisions that tools draft well, though setting up a display stand needs hands.",
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "A grieving family choosing a funeral wants to sit with a person who listens, not fill in a form.",
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      3
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    "confidence": "high",
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    "rationale": "Taking bets and handing over winnings happens across a counter with cash, so someone has to be there in person.",
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      4
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    "rationale": "Working out who won or lost is arithmetic against published game rules, which software already handles reliably.",
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      3
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    "rationale": "Checking gambling rules is partly desk work, but age checks and floor decisions still need a responsible person present.",
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    "rationale": "Handing money to a customer, or walking them to the cashier, cannot be done without being there.",
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      3
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    "rationale": "Balancing betting accounts is number-matching against records, the kind of routine reconciliation software does quickly and accurately.",
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    "confidence": "high",
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    "rationale": "Moving chips and settling bets on a live table is hands-on work at the table itself.",
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      3
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    "rationale": "Counting a customer’s cash as it lands on the table means physically handling money in the room.",
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    "rationale": "The share is simple arithmetic, but collecting chips from the pot means hands on the table.",
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      3
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    "confidence": "medium",
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    "rationale": "Spotting suspicious transactions and following security procedures is mostly desk and till work that fraud-detection software already does well.",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Recording ticket sales is straightforward data entry from till systems, which software already does end to end.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6211",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Collection reports are routine paperwork built from table figures, which software compiles quickly.",
    "promptVersion": "task_scoring_v1.0",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Rota building is a scheduling problem software solves well, with a person handling awkward requests.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4159",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Game and betting rules are published and easy to explain, though customers usually ask a person on the floor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3
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    "rationale": "Cost and revenue management is spreadsheet work that software handles reliably.",
    "promptVersion": "task_scoring_v1.0",
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    "scoredUnderOccupationId": "uk-soc-1150",
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      3
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    "confidence": "high",
    "unstable": false,
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    "rationale": "Complaint replies can be drafted well, but an upset customer at the counter usually wants a person.",
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      2
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    "confidence": "high",
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    "rationale": "Training someone in a job role means showing them at the machine and watching them try.",
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      2
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    "rationale": "Greeting shoppers and talking up products happens face to face in the shop.",
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    "rationale": "Blackjack rules are fixed and simple, but the comparison happens with real cards on a live table.",
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    "rationale": "Dealing cards and running a table is hands-on work with players sitting in front of you.",
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    "rationale": "Calling the winning number needs someone at the wheel or table watching the result as it lands.",
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      3
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    "rationale": "Running a live gaming table is physical work with equipment and players in the room.",
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    "rationale": "Dealing to the house hand is hands-on card work at the table itself.",
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    "rationale": "Working out wins and losses is fixed arithmetic on published rules, already handled well by gaming systems.",
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    "rationale": "Starting and controlling games means operating the physical equipment on the gaming floor.",
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    "rationale": "Spotting cheating at a table depends on watching the room and the people in it.",
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    "rationale": "A welcome only works if a real person is there to give it.",
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    "rationale": "Logging a verified bet is a keystroke into the betting system, which handles the record itself.",
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    "rationale": "Fetching and sorting things for cast and crew is being present on set all day.",
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    "rationale": "Answering and routing calls is something phone systems and automated assistants already do.",
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    "rationale": "Taking calls and passing on messages is simple, well-defined work that software already handles.",
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    "rationale": "Searching catalogues and listings for props is good desk work, but the right piece still needs seeing.",
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    "rationale": "Tidying a film set is physical work that only happens with someone in the room.",
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    "rationale": "Making and handing out drinks and lunches is hands-on work with people waiting.",
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    "rationale": "Fetching cast members for make-up calls means walking round the set finding people.",
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    "rationale": "Driving people and kit to a location needs a person behind the wheel.",
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    "rationale": "Transporting items or people between sites needs a driver in the vehicle.",
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    "rationale": "Photocopying and hand-delivering post is physical fetching and carrying around a building.",
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    "rationale": "Preparing a set means moving real things in a real space.",
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    "rationale": "Bringing refreshments to visitors means carrying them to people in person.",
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    "rationale": "Checking a camera bag against a list still means opening it and handling the kit.",
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    "rationale": "Finding and booking hire items is largely phone and web work, though pieces are often viewed first.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6211",
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    "taskId": "uk-6211-T-14208",
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      0,
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      3
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    "rationale": "Placing catering orders from a known requirement is routine ordering that software already handles.",
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      4
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      4,
      0,
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning and pressing costumes is hands-on work with the garments themselves.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6211",
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  {
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      3,
      0,
      1,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Returning costumes involves paperwork, but the garments have to be packed and physically sent back.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6211",
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      4,
      0,
      2,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Looking after guests in a studio means being with them and reading the room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6211",
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  {
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      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reporting a fault is quick paperwork, but spotting it means being in the kitchen.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9263",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Putting costumes into storage is physical handling and shelving.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-6211",
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  {
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      4,
      1,
      1,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Lifeguarding is watching a pool in person and getting into the water when something goes wrong.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6211",
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  {
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      0,
      1,
      3
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    "confidence": "medium",
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    "rationale": "Planning activities and outings is largely scheduling and booking, which software handles well.",
    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6211",
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  {
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      16
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    "d": [
      2,
      3,
      1,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Gym inductions can be scripted or filmed, but showing someone a machine safely usually means standing beside them.",
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    "modelId": "claude-opus-5",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Running an activity session means being in the pool or sports hall with people, keeping them safe and encouraging them as they go.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6211",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Enforcing rules on a site requires someone physically present.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "d": [
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      1,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Chest compressions and bandaging need a trained person's hands on the casualty, so no software can take this over.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:37:32Z",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Opening and locking up a building needs someone there with the keys.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      0,
      1,
      3
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    "confidence": "high",
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    "rationale": "Facility scheduling and allocation is timetabling work that software handles reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      2,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Showing someone how to use equipment requires hands and presence.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "d": [
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      1
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    "confidence": "high",
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    "rationale": "Keeping grounds and work areas clean is physical work on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      1
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    "rationale": "Greeting arrivals and settling them into a session happens in the room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-3221",
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    "rationale": "Handing participants back and returning kit happens face to face at the end of a session.",
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    "rationale": "Introducing newcomers to a group happens face to face in the session.",
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      3
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    "rationale": "Class plans can be written automatically, but leading a room of people through exercise depends on being there.",
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    "rationale": "Cleaning, disinfecting and taking out waste has to be done in the building.",
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    "rationale": "Encouraging people to join in happens on the spot, with a person present in the session.",
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      3
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    "rationale": "Routine enquiries answer well automatically, though an unhappy customer at reception usually wants a person.",
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Realising a gym or pool user needs an ambulance depends on being there to see it, even though making the call itself is simple.",
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      3
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    "rationale": "Answering customer questions from known information is something software already does at speed and scale.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      2
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    "rationale": "Teaching someone to swim happens in the water beside them, watching and correcting as they go.",
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    "rationale": "Passing schedules and messages between administrators and instructors is coordination work that software already does.",
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      2
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    "rationale": "Running an event on the day depends on being present and reacting to what happens.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Drawing leadership out of participants happens through group conversations led by someone they trust.",
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    "rationale": "Judging whether facilities and services are working is analysis of usage and feedback data, largely a desk job.",
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      1
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    "confidence": "high",
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    "rationale": "Leading a craft session means being in the room with the materials and the group.",
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    "scoredAt": "2026-08-04T20:05:04.766Z",
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    "scoredUnderOccupationId": "uk-soc-3221",
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      3
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    "rationale": "Booking systems and activity records are exactly the kind of routine data work software already runs.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Assessment records are routine to write up, though someone still has to watch the session first.",
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      41,
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      3,
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      0,
      1,
      3
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    "unstable": false,
    "rationale": "Tracking and ordering exhibition materials is ordinary purchasing and stock work software handles.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6211",
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  },
  {
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      2
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    "unstable": false,
    "rationale": "Reports write themselves once you know the condition, but checking artefacts means looking at them closely.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6211",
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  },
  {
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      0,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Photographing an object means holding a camera to the real thing under the right light.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:08:06.879Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6211",
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  },
  {
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      3
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    "rationale": "Exhibition planning can be drafted, but installing and running a show happens in a physical space.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:05:04.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2493",
    "occupationId": null
  },
  {
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      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Repainting a gallery wall is physical decorating work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:08:06.879Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6211",
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  },
  {
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      3,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Rotas can be drafted automatically, but volunteers stay because of the person looking after them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6211",
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  },
  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Supervising volunteers means being present, spotting problems and responding to people as they work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:36.798Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3229",
    "occupationId": null
  },
  {
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      86,
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    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Web articles about collections are exactly the kind of writing AI tools produce to a publishable standard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:08:06.879Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6211",
    "occupationId": null
  },
  {
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      60,
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    "d": [
      3,
      0,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Booking systems do most of this already, and software can search, hold and confirm reservations with only a quick human check.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6212",
    "occupationId": null
  },
  {
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Card and online payment handling is mostly automated, though a shop counter still needs someone there for cash or card machines.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6212",
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  },
  {
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      79
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      0,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Searching options and putting a trip together across flights, hotels and transfers is exactly the kind of work booking software handles.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6212",
    "occupationId": null
  },
  {
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      75,
      83
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      4,
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      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Processing a refund is a rules-based transaction that systems already handle end to end.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:36.798Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4129",
    "occupationId": null
  },
  {
    "taskId": "uk-6212-T-01884",
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    "d": [
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      0,
      2,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Software can shortlist holidays well, but choosing one is a persuading conversation where customers still want a person's reassurance.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6212",
    "occupationId": null
  },
  {
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Visa, passport and health rules are published and easy to look up, though the official documents are still issued elsewhere.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6212",
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  },
  {
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Adding up fares, room rates and extras is arithmetic against a price list, which software does faster and more accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6212",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Asking where and when someone wants to travel is a simple exchange booking systems already handle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6213",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Working out what a shopper wants usually happens face to face, though online tools already suggest products well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7132",
    "occupationId": null
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    "d": [
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Airlines already send these alerts automatically, and drafting the message to a customer needs no judgement beyond the facts.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6212",
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    "rationale": "Routine customer updates and correspondence are repeatable messages software drafts well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
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    "rationale": "Producing the ticket is a system command, though someone has to be by the printer to collect and pass it on.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3
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    "rationale": "Software can match products to stated needs, but persuading someone to buy still leans on a salesperson's live reading of the customer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Destination guides, customs and entry information are abundant online and easy to assemble, with only the physical handover left to a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:04:07.203Z",
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      2
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    "unstable": false,
    "rationale": "Good service across a customer's visit is built in person, from the greeting to the fitting.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:58:48.849Z",
    "keyingScheme": "text-only",
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Typing client, supplier and package details into a system is routine record-keeping that software handles reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "unstable": false,
    "rationale": "Sending a ticket request down a system link is a computer instruction that needs no person once the details are set.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3
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    "confidence": "high",
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    "rationale": "Software can work out what went wrong and propose a fix, but upset customers usually want a person to own the problem.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3
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    "confidence": "high",
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    "rationale": "Presenting and closing a package sale still depends on live persuasion, even though the product information itself is easy to generate.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-6212",
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      1,
      3
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    "rationale": "Matching customers to options inside a stated budget is a search-and-filter job that software does quickly and thoroughly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6212",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5442",
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      3
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    "confidence": "medium",
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    "rationale": "Sales tactics can be suggested by software, but hitting targets happens through daily work on the floor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7111",
    "occupationId": null
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Industry trends are widely written about and easy to summarise, though applying them to one agency needs local knowledge of the business.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6212",
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      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Drafting a themed itinerary is something software does well, but opening times, local quirks and supplier reliability still need checking.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6212",
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  {
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      3
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    "confidence": "low",
    "unstable": false,
    "rationale": "Software can plan a compliant schedule, but actually keeping to it during a working day is something only the person can do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6212",
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  {
    "taskId": "uk-6212-T-17144",
    "score": 48,
    "band": "partial",
    "range": [
      41,
      55
    ],
    "d": [
      3,
      0,
      2,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Vaccination rules are public and easy to look up, but recommending an insurance policy is regulated advice needing an authorised person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6212",
    "occupationId": null
  },
  {
    "taskId": "uk-6212-T-19750",
    "score": 75,
    "band": "high",
    "range": [
      68,
      82
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Regulatory updates can be summarised automatically, though keeping current with a particular agency's booking systems still means using them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6212",
    "occupationId": null
  },
  {
    "taskId": "uk-6212-T-19921",
    "score": 64,
    "band": "high",
    "range": [
      57,
      71
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    "d": [
      3,
      0,
      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Suggesting tours and car hire from a catalogue is straightforward for software, though reading what a customer actually wants helps.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6212",
    "occupationId": null
  },
  {
    "taskId": "uk-6212-T-20286",
    "score": 64,
    "band": "high",
    "range": [
      60,
      68
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    "d": [
      3,
      0,
      0,
      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Business itineraries follow clear rules on timing, budget and preference, which software can draft, leaving a person to check the details.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6212",
    "occupationId": null
  },
  {
    "taskId": "uk-6213-T-01034",
    "score": 14,
    "band": "minimal",
    "range": [
      7,
      21
    ],
    "d": [
      3,
      3,
      1,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The wording of delay and descent announcements is routine, but they are delivered by crew on the aircraft.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-6213-T-01035",
    "score": 20,
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      13,
      27
    ],
    "d": [
      4,
      3,
      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Passing on the pilot’s message is straightforward wording, delivered by someone in the cabin.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6213",
    "occupationId": null
  },
  {
    "taskId": "uk-6213-T-02123",
    "score": 7,
    "band": "minimal",
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      3,
      11
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    "d": [
      1,
      3,
      0,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Attending a briefing and taking an assigned position means being at the airport with the crew.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6213",
    "occupationId": null
  },
  {
    "taskId": "uk-6213-T-02839",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking seat belts and galleys means physically walking the cabin before take-off.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6213",
    "occupationId": null
  },
  {
    "taskId": "uk-6213-T-05700",
    "score": 9,
    "band": "minimal",
    "range": [
      2,
      16
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    "d": [
      2,
      3,
      2,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Recorded demonstrations already cover much of this, though trained crew still handle the masks, belts and jackets in front of passengers.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6213",
    "occupationId": null
  },
  {
    "taskId": "uk-6213-T-10110",
    "score": 12,
    "band": "minimal",
    "range": [
      5,
      19
    ],
    "d": [
      3,
      3,
      2,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Safety content is fixed and often shown on video, but trained crew must deliver it on board.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6213",
    "occupationId": null
  },
  {
    "taskId": "uk-6213-T-00068",
    "score": 4,
    "band": "minimal",
    "range": [
      0,
      11
    ],
    "d": [
      1,
      3,
      0,
      2,
      1
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Behaving professionally with passengers in front of you is something only a person present can do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6213",
    "occupationId": null
  },
  {
    "taskId": "uk-6213-T-02020",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      7
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    "d": [
      0,
      4,
      1,
      2,
      1
    ],
    "confidence": "high",
    "unstable": true,
    "rationale": "Helping people on and off the aircraft is physical assistance in the doorway and aisle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-6213-T-02697",
    "score": 0,
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      0,
      4
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    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Pre-flight checks are carried out by hand around the aircraft.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6213",
    "occupationId": null
  },
  {
    "taskId": "uk-6213-T-02959",
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      0,
      4
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    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking the galley is stocked means counting what is physically on board.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6213",
    "occupationId": null
  },
  {
    "taskId": "uk-6213-T-04184",
    "score": 14,
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      7,
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    "d": [
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      3,
      1,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Weather and safety briefing content is documented and easy to prepare, but the briefing is given in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6213",
    "occupationId": null
  },
  {
    "taskId": "uk-6213-T-07096",
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      4
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    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Directing passengers to their seats means standing in the aisle during boarding.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6213",
    "occupationId": null
  },
  {
    "taskId": "uk-6213-T-07628",
    "score": 20,
    "band": "low",
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    "d": [
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      0,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Updates can be drafted and sent automatically, but reassuring people during disruption works better face to face.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6213",
    "occupationId": null
  },
  {
    "taskId": "uk-6213-T-07958",
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    "band": "minimal",
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    "d": [
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Walking the cabin to check on passengers is presence, not paperwork.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6213",
    "occupationId": null
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  {
    "taskId": "uk-6213-T-07961",
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    "d": [
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Getting passengers off the aircraft safely happens at the door with crew present.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6213",
    "occupationId": null
  },
  {
    "taskId": "uk-6213-T-09224",
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    "d": [
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Greeting passengers as they board means standing there to welcome them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6213",
    "occupationId": null
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  {
    "taskId": "uk-6213-T-10312",
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    "d": [
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      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Life jackets and emergency kit are checked by hand on the aircraft.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6213",
    "occupationId": null
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  {
    "taskId": "uk-6213-T-12422",
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    "d": [
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Calming or removing a difficult passenger needs crew physically present in the cabin.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6213",
    "occupationId": null
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  {
    "taskId": "uk-6213-T-13356",
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    "d": [
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      1,
      1
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Spotting a passenger behaving oddly relies on crew watching the cabin in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6213",
    "occupationId": null
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  {
    "taskId": "uk-6213-T-14903",
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Safety checks on equipment are done by hand before it is used.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
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  {
    "taskId": "uk-6213-T-18360",
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    "d": [
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      2,
      2,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Giving first aid to a passenger means hands on the person, which only someone present and trained can do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6213",
    "occupationId": null
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  {
    "taskId": "uk-6213-T-00593",
    "score": 64,
    "band": "high",
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    "d": [
      4,
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      0,
      1,
      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Baggage and customs allowances are published rules, so looking them up and explaining them is straightforward.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
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  {
    "taskId": "uk-6213-T-02880",
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    "d": [
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Looking through overhead bins after a flight means walking the cabin.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6213",
    "occupationId": null
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  {
    "taskId": "uk-6213-T-03476",
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      5,
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    "d": [
      2,
      3,
      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Card machines handle the money, but taking payment at the bar happens face to face.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
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  {
    "taskId": "uk-6213-T-07369",
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      4
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    "d": [
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      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Handing out blankets and headsets is physical service in the cabin.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6213",
    "occupationId": null
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  {
    "taskId": "uk-6213-T-07965",
    "score": 38,
    "band": "low",
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      31,
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    "d": [
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Cash and stock reconciliation is arithmetic software handles well, though the counting happens on board.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6213",
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  {
    "taskId": "uk-6213-T-08055",
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    "d": [
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      1,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Loading catering and boarding to schedule is coordinated on the apron with the people doing the work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6213",
    "occupationId": null
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  {
    "taskId": "uk-6213-T-09460",
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    "d": [
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      1,
      2,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Helping passengers who need extra support is hands-on and personal, at the airport or on the aircraft.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6213",
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  {
    "taskId": "uk-6213-T-10343",
    "score": 43,
    "band": "partial",
    "range": [
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    "d": [
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      1,
      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reading tickets and confirming destinations is already done by scanners at the gate.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6213",
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  {
    "taskId": "uk-6213-T-13212",
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      0,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Keeping the cabin tidy and comfortable means being on board to see and fix it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
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  },
  {
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      2
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    "rationale": "Boarding problems are solved by someone at the gate reading the situation and acting quickly.",
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  {
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      60,
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      4
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6213",
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  },
  {
    "taskId": "uk-6213-T-18220",
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      19,
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      2,
      2
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6213",
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  },
  {
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      25,
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    "rationale": "Many enquiries have standard answers, but passengers ask them in person at the terminal.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3319",
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  {
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      1
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    "rationale": "Serving meals and drinks to children means carrying and handing things over in person.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3
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    "rationale": "Writing up flight data into a report is desk work with the figures already recorded.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6213",
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  {
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      3
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    "rationale": "Flight paperwork follows fixed forms, so most of it can be completed automatically, with a person signing off.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6213",
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      2,
      3
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    "rationale": "Selling from a trolley involves handling goods and payment with passengers in the cabin.",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6213",
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  {
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      0,
      3
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    "rationale": "The counting has to happen on board, though the totals and reconciliation are simple arithmetic.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6213",
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  {
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      4,
      0,
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      1
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    "confidence": "high",
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    "rationale": "Cleaning a cabin is manual work done on the aircraft.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6213",
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  {
    "taskId": "uk-6213-T-01054",
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      0,
      1,
      4
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    "rationale": "Timetable questions are answered from published data, which software already does instantly.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6213",
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  },
  {
    "taskId": "uk-6213-T-01849",
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      0,
      0,
      1
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    "rationale": "Looking after a child travelling alone means a trusted adult physically with them.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6213",
    "occupationId": null
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  {
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      2
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    "confidence": "low",
    "unstable": false,
    "rationale": "Helping an elderly or disabled passenger through the airport means physically accompanying them; that cannot be done from a screen.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6213",
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      1,
      4
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    "unstable": false,
    "rationale": "Check-in is already largely self-service, though staff are on hand at the machines and desks.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6213",
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      3
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    "rationale": "Scanners read documents well, but someone must inspect the passport and carry the entry-rules risk.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6213",
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      2,
      3
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    "rationale": "Serving a customer at the counter happens face to face.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1131",
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  {
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      3
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    "rationale": "Standards are written down, but making service feel right happens where passengers actually are.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6213",
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      3
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    "rationale": "Answering customer questions from known information is something software already does at speed and scale.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7219",
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    "rationale": "Attending a staff briefing about routes and timings means being part of the meeting.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      2
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    "confidence": "high",
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    "rationale": "Checking supplies on board means physically looking at what is there.",
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    "modelId": "claude-opus-5",
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    "rationale": "Excess baggage charges are calculated by set rules and are increasingly paid online.",
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    "rationale": "Taking payment is a routine transaction that card systems and software already handle with little help.",
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      4
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    "rationale": "Checking seat availability is a system lookup that booking software already does instantly.",
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    "keyingScheme": "text-only",
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    "rationale": "Timetables and fares are documented, but working out what a confused traveller actually needs takes a conversation.",
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    "rationale": "Asking where and when someone wants to travel is a simple exchange booking systems already handle.",
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    "rationale": "Compliance records and checks can be drafted by software, though an aviation workplace still needs trained people making it safe.",
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    "rationale": "The rules are published, but checking that handling on the ground follows them means being there.",
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    "rationale": "Tracking arrangements against a timetable is data work, though fixing slippage involves people on the ground.",
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    "rationale": "Software can set out the safety procedures, but following them on the apron or in the cabin is done by trained staff on the spot.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Security measures on a transport network rely on staff and officers physically present.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Journey times and connections come from published timetables that software reads instantly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6213",
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    "rationale": "Boarding passes print automatically, but bags still have to be physically checked and matched.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6213",
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    "taskId": "uk-6213-T-11108",
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      4
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    "unstable": false,
    "rationale": "Issuing boarding passes is already automated at kiosks and on phones.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6213",
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  },
  {
    "taskId": "uk-6213-T-11117",
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      41,
      55
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      4,
      1,
      2,
      1,
      4
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    "unstable": false,
    "rationale": "Tickets are issued by system, but selling insurance is regulated work needing an authorised person.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6213",
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  },
  {
    "taskId": "uk-6213-T-12218",
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      36,
      50
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    "d": [
      4,
      2,
      0,
      1,
      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Airport announcements follow set wording and are already delivered by automated systems in many places.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6213",
    "occupationId": null
  },
  {
    "taskId": "uk-6213-T-16620",
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      75,
      83
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      4,
      0,
      0,
      1,
      3
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    "unstable": false,
    "rationale": "Looking up and explaining company procedures is straightforward information work for AI.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:36.798Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4129",
    "occupationId": null
  },
  {
    "taskId": "uk-6213-T-17939",
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      42,
      56
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      3,
      1,
      1,
      0,
      3
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    "confidence": "medium",
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    "rationale": "Reports of delays, failures and safety incidents are structured documents software can produce once someone has seen the problem.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6213",
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  },
  {
    "taskId": "uk-6213-T-18754",
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      12
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    "d": [
      1,
      3,
      2,
      1,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Security procedures at an airport are applied in person by staff cleared and trained under aviation security rules.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6213",
    "occupationId": null
  },
  {
    "taskId": "uk-6213-T-02801",
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    "band": "minimal",
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      9,
      23
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    "d": [
      2,
      2,
      2,
      1,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Questioning a discrepancy at the border needs an accountable officer facing the traveller.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6213",
    "occupationId": null
  },
  {
    "taskId": "uk-6213-T-05615",
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      0,
      13
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    "d": [
      1,
      3,
      0,
      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "VIP service is about a person meeting you and dealing with things in the moment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6213",
    "occupationId": null
  },
  {
    "taskId": "uk-6213-T-05671",
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      2,
      16
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    "d": [
      2,
      3,
      2,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Briefing material can be produced by software, and recorded demonstrations are already accepted, but trained crew still show it in the cabin.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6213",
    "occupationId": null
  },
  {
    "taskId": "uk-6213-T-07630",
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      0,
      4
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      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Dealing with dangerous goods in an emergency is hands-on work in protective equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6213",
    "occupationId": null
  },
  {
    "taskId": "uk-6213-T-11750",
    "score": 93,
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      89,
      97
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    "d": [
      4,
      0,
      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping a computerised record of available seats is what booking systems already do by themselves.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6213",
    "occupationId": null
  },
  {
    "taskId": "uk-6213-T-16343",
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      23,
      37
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    "d": [
      2,
      1,
      0,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Promotional material drafts easily, but persuading passengers to buy still happens between people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6213",
    "occupationId": null
  },
  {
    "taskId": "uk-6213-T-17205",
    "score": 69,
    "band": "high",
    "range": [
      65,
      73
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    "d": [
      4,
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      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Adding up takings and reconciling accounts is arithmetic against records, though the cash is counted by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6213",
    "occupationId": null
  },
  {
    "taskId": "uk-6213-T-19157",
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      27,
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      3,
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      1,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Product details are documented, but selling to a passenger at the desk is a personal exchange.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6213",
    "occupationId": null
  },
  {
    "taskId": "uk-6213-T-20082",
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      2,
      10
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    "d": [
      1,
      3,
      1,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Supervising loading happens on the apron, watching equipment and people work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6213",
    "occupationId": null
  },
  {
    "taskId": "uk-6213-T-20302",
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      2,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Writing up what happened is easy for software; deciding and acting during a disruption is done by trained crew on the spot.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6213",
    "occupationId": null
  },
  {
    "taskId": "uk-6213-T-21065",
    "score": 93,
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      89,
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    "d": [
      4,
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      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Updating records is routine system work, though paper systems still need handling and confidentiality rules followed.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4131",
    "occupationId": null
  },
  {
    "taskId": "uk-6213-T-21608",
    "score": 0,
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      0,
      4
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    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Weighing a bag means putting it on the scales.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6213",
    "occupationId": null
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  {
    "taskId": "uk-6214-T-00136",
    "score": 39,
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      32,
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      0,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Most enquiries and complaints follow familiar patterns software can answer, though some customers want a manager.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1150",
    "occupationId": null
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  {
    "taskId": "uk-6214-T-02895",
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    "d": [
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      1,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Ticket barriers and apps check tickets automatically, but on a moving train it means walking through carriages asking passengers.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6214",
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  {
    "taskId": "uk-6214-T-03641",
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      0,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Serving a customer at the counter happens face to face.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1131",
    "occupationId": null
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  {
    "taskId": "uk-6214-T-05065",
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      31,
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Matching reservations against tickets sold is a database job, though some checking still happens on board.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6214",
    "occupationId": null
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  {
    "taskId": "uk-6214-T-07892",
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Standards are written down, but making service feel right happens where passengers actually are.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6213",
    "occupationId": null
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  {
    "taskId": "uk-6214-T-07960",
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Safety rules are written down, but keeping passengers safe on a moving train depends on staff being on board.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:37:32Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6214",
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  {
    "taskId": "uk-6214-T-09225",
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    "d": [
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      2,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Welcoming passengers and helping them aboard means being on the platform with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6214",
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  {
    "taskId": "uk-6214-T-09460",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Booking assistance can be automated, but meeting a passenger who needs help and guiding them to their seat cannot.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:37:32Z",
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    "scoredUnderOccupationId": "uk-soc-6214",
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Answering customer questions from known information is something software already does at speed and scale.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7219",
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  {
    "taskId": "uk-6214-T-03488",
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Card readers and ticket machines already take payments accurately without a member of staff doing the arithmetic.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:37:32Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6214",
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  {
    "taskId": "uk-6214-T-06149",
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    "d": [
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Working out who sits where is a booking-system calculation, but guiding people to seats happens on the platform.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6214",
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  {
    "taskId": "uk-6214-T-07002",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Timetables and fares are documented, but working out what a confused traveller actually needs takes a conversation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6213",
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  {
    "taskId": "uk-6214-T-08092",
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    "band": "partial",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking that transport and handling follow the published rules is largely paperwork that software can work through.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:37:32Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6214",
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  {
    "taskId": "uk-6214-T-08093",
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    "unstable": false,
    "rationale": "Tracking arrangements against a timetable is data work, though fixing slippage involves people on the ground.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "uk-6214-T-08594",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The explanation can be recorded and played, but showing passengers how the equipment actually works needs someone holding it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Security measures can be designed at a desk, but putting them in place across stations and trains needs staff on the ground.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:37:32Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6214",
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  {
    "taskId": "uk-6214-T-10088",
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  },
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    "taskId": "uk-6214-T-11108",
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      0,
      4
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    "confidence": "high",
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  },
  {
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      1,
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    "rationale": "Recorded and automated announcements are already standard on the railway and passengers accept them.",
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    "modelId": "claude-opus-5",
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  },
  {
    "taskId": "uk-6214-T-12715",
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      0,
      2,
      2
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    "rationale": "Announcements can be automated, but looking after a passenger who has been taken ill needs a member of staff on the train.",
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  },
  {
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      2
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    "confidence": "high",
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    "rationale": "Safety checks on equipment are done by hand before it is used.",
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    "modelId": "claude-opus-5",
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  },
  {
    "taskId": "uk-6214-T-16150",
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      0,
      1,
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    "confidence": "high",
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    "rationale": "Ticket gates and card readers already process fares and check passes automatically, with staff mainly handling exceptions.",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6214",
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  {
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    "rationale": "Fares, timetables and route changes are all published data, and journey planners answer these questions instantly.",
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    "keyingScheme": "text+occupation",
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  },
  {
    "taskId": "uk-6214-T-17939",
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      0,
      3
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    "confidence": "medium",
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    "rationale": "Once a fault or delay is noticed, reporting it is routine data entry that systems already do largely on their own.",
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  {
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      2,
      1,
      2
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    "confidence": "medium",
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    "rationale": "Handling busy, changing traffic conditions needs someone present making safety judgements as things unfold.",
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    "scoredUnderOccupationId": "uk-soc-6214",
    "occupationId": null
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  {
    "taskId": "uk-6214-T-13882",
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      4,
      2,
      1,
      2
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    "confidence": "high",
    "unstable": true,
    "rationale": "Operating train doors is a physical, safety-critical action taken by staff on board.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  },
  {
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    "d": [
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      0,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Promotional material drafts easily, but persuading passengers to buy still happens between people.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6213",
    "occupationId": null
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  {
    "taskId": "uk-6214-T-17589",
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      0,
      2
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    "rationale": "Shutting equipment down in an emergency means reaching the controls in person.",
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    "modelId": "claude-opus-5",
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  {
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      1,
      2
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    "confidence": "high",
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    "rationale": "Fastening a seatbelt or strapping down a wheelchair is done with hands, next to the passenger.",
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  {
    "taskId": "uk-6214-T-19157",
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      0,
      1,
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    "confidence": "high",
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    "rationale": "Fares and routes are fully published, and booking apps already sell tickets and suggest onward travel as well as a member of staff.",
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    "keyingScheme": "text+occupation",
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  {
    "taskId": "uk-6214-T-19527",
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      2,
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      2
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    "confidence": "high",
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    "rationale": "Giving the signal to a driver means being on the platform where they can see you.",
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  {
    "taskId": "uk-6214-T-20302",
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    "unstable": false,
    "rationale": "The write-up afterwards is easy to produce, but dealing with the incident on the train needs a member of staff there.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "d": [
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Carrying luggage from one place to another is physical work.",
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    "modelId": "claude-opus-5",
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      2
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Writing up investigation findings into a standard report is drafting work AI does well from the case notes.",
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      3
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    "rationale": "Selling tickets at a counter and checking them at the door means being there in person.",
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    "rationale": "Helping someone on or off a train means putting out a ramp and offering an arm, right there on the platform.",
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    "rationale": "The reconciliation is arithmetic a system does instantly, but counting the actual cash in the till is hands-on.",
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    "rationale": "Partnerships with the police are built through personal contact and trust, not through documents anyone can generate.",
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    "rationale": "Developing someone's skills depends on a working relationship built over time.",
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    "confidence": "medium",
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    "rationale": "Planning camera positions is partly desk work, but directing the fitting means being at the site.",
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    "confidence": "medium",
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    "rationale": "Rail and security rules are published in detail, so software can check compliance and suggest fixes.",
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    "rationale": "Looking through takings and ticketing data for signs of fraud is exactly the kind of pattern-spotting software is good at.",
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    "rationale": "Listing what could go wrong for the business is a written exercise that software drafts well from operating data.",
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    "rationale": "Reporting hazards can be automated, but spotting a spill or a broken barrier and clearing it means being on the platform.",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Loss prevention methods are well documented, so plans draft easily, though putting them into practice involves staff and premises.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "The safety programme itself can be drafted from published guidance, but getting staff to actually follow it needs people.",
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    "rationale": "Keeping track of a live security picture and deciding what to do needs someone present as events unfold.",
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    "taskId": "uk-6214-T-11809",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping the paperwork from an investigation tidy and complete is straightforward records work software handles well.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6214",
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  },
  {
    "taskId": "uk-6214-T-11811",
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      3
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    "unstable": false,
    "rationale": "Writing up and keeping incident and investigation records is document work software drafts to an acceptable standard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:00:00.000Z",
    "keyingScheme": "text-only",
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  },
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    "taskId": "uk-6214-T-12734",
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      3,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Managing and motivating a team is built on relationships with those particular people.",
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    "modelId": "claude-opus-5",
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  {
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      3
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    "modelId": "claude-opus-5",
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      3
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    "rationale": "Video analytics can flag events, but responding to an alarm means someone getting up and going.",
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    "modelId": "claude-opus-5",
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  {
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    "d": [
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      1,
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      2
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    "unstable": false,
    "rationale": "Camera software can flag unusual movement, but covert watching of a site is done by an officer in place.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6214",
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  {
    "taskId": "uk-6214-T-17935",
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      3
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    "unstable": false,
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Responding when something goes wrong on a station or train means a member of staff being there to act.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6214",
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  {
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      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Flagging cash discrepancies and unusual transactions is what exception-reporting software is built to do, with staff reviewing the flags.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:31:13.495Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-6214-T-20064",
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      1,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Running a live surveillance operation means directing people on the ground as the situation changes.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6214",
    "occupationId": null
  },
  {
    "taskId": "uk-6214-T-01058",
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      0,
      1,
      4
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    "rationale": "Route, connection and arrival information is all published live, and apps already answer these questions reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6214",
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  {
    "taskId": "uk-6214-T-09211",
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    "confidence": "high",
    "unstable": false,
    "rationale": "A welcome only works if a real person is there to give it.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9265",
    "occupationId": null
  },
  {
    "taskId": "uk-6214-T-21559",
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      2
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    "rationale": "Walking the length of a moving train to check tickets is physical presence, plain and simple.",
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    "rationale": "Checking doors, brakes and equipment before departure means physically working through the train.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6214",
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    "rationale": "Allocating seats is handled by the reservation system, but sorting out who sits where on board needs staff.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6214",
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-6214",
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    "modelId": "claude-opus-5",
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      2
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    "confidence": "high",
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    "rationale": "Meeting holidaymakers face to face at the airport or hotel is the task itself.",
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    "rationale": "Going along on the excursion and looking after the group means being physically present.",
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      3
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    "rationale": "Most of the selling is marketing messages and offers, though a friendly pitch in person still helps.",
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    "rationale": "Local information is largely online and easy to look up, but some knowledge only comes from being there.",
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    "rationale": "Planning and booking excursions is largely desk work, though local suppliers still need arranging on the ground.",
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      3
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    "rationale": "Booking and payment can be handled online, though a persuasive pitch at the resort still sells more.",
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    "keyingScheme": "text-only",
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    "rationale": "Going with the group for the whole day is exactly what this job involves.",
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    "rationale": "The history and facts are easy to look up, but the commentary is given while walking the site.",
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    "rationale": "Walking a guest to their cabin or room means physically being there with them.",
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      2
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      2
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    "unstable": false,
    "rationale": "Programming entertainment depends on knowing local crowds and which acts are available, which is not written down.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1223",
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  {
    "taskId": "uk-6219-T-16729",
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    "rationale": "The information itself is easy to produce, but attendants deliver it standing among the visitors.",
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    "scoredUnderOccupationId": "uk-soc-9267",
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  {
    "taskId": "uk-6219-T-18330",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Answering customer questions from known information is something software already does at speed and scale.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7219",
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  {
    "taskId": "uk-6219-T-19443",
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Getting holidaymakers into their rooms and settled happens in person at the hotel.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      2,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "The welcome and announcements are delivered face to face to a group standing in front of you.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "uk-6219-T-01974",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Chasing lost luggage is mostly phone calls, forms and tracking systems, with reassurance added by a person.",
    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text-only",
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Joint ventures with local operators are built on personal relationships and negotiation over time.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Handing brochures to visitors at a site happens in person.",
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  {
    "taskId": "uk-6219-T-16553",
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      2
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  {
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  {
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  {
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4216",
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      2
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    "rationale": "Rebooking around a strike involves live phone calls, local options and calming worried travellers.",
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    "d": [
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      3
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    "confidence": "medium",
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    "rationale": "Flight delays need rapid rebooking and reassurance, part systems work and part being there with passengers.",
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    "rationale": "Working with local businesses depends on relationships built in person.",
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    "rationale": "Keeping simple accounts and records is exactly the kind of work accounting software already does.",
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    "rationale": "Support of this kind rests on a familiar person being available, usually in the home.",
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      2
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    "rationale": "Supervising children means an adult being present and watching.",
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    "rationale": "Settling a personal dispute depends entirely on people trusting the person in the room with them.",
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    "rationale": "Improvement ideas are easy to draft, but putting them in place on board involves staff and the ship.",
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    "confidence": "medium",
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    "rationale": "Checklists can be produced by software, but seeing whether equipment, vehicles or facilities are actually sound means inspecting them in person.",
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    "rationale": "Checking supplies, equipment and work areas means walking the kitchen and looking at them.",
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    "rationale": "Restocking supplies means carrying and placing them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9223",
    "occupationId": null
  },
  {
    "taskId": "uk-6219-T-18071",
    "score": 56,
    "band": "partial",
    "range": [
      49,
      63
    ],
    "d": [
      3,
      1,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Raising orders is routine system work, though knowing what is actually running low means being around the stores.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6136",
    "occupationId": null
  },
  {
    "taskId": "uk-6219-T-13525",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Mopping or vacuuming a food service floor is physical work on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9223",
    "occupationId": null
  },
  {
    "taskId": "uk-6219-T-16628",
    "score": 21,
    "band": "low",
    "range": [
      14,
      28
    ],
    "d": [
      4,
      3,
      0,
      1,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "The history and architecture are very well documented, though the talk is given standing at the site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6219",
    "occupationId": null
  },
  {
    "taskId": "uk-6219-T-00024",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      2,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Travelling with the coach party and keeping the trip running is presence-based work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6219",
    "occupationId": null
  },
  {
    "taskId": "uk-6219-T-03591",
    "score": 43,
    "band": "partial",
    "range": [
      36,
      50
    ],
    "d": [
      4,
      2,
      0,
      1,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Itinerary and destination information writes itself from published sources, though much is delivered in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6219",
    "occupationId": null
  },
  {
    "taskId": "uk-6219-T-09284",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      1,
      4,
      0,
      2,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Walking visitors around a castle or gallery is the job itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6219",
    "occupationId": null
  },
  {
    "taskId": "uk-6219-T-16525",
    "score": 64,
    "band": "high",
    "range": [
      60,
      68
    ],
    "d": [
      4,
      1,
      0,
      1,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Recommendations for attractions, restaurants and shops are exactly what search and chat tools already produce.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6219",
    "occupationId": null
  },
  {
    "taskId": "uk-6219-T-08028",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      1,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Counting the group back onto the coach means being there and looking at people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6219",
    "occupationId": null
  },
  {
    "taskId": "uk-6219-T-19914",
    "score": 64,
    "band": "high",
    "range": [
      60,
      68
    ],
    "d": [
      4,
      1,
      0,
      1,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Suggesting places to visit is straightforward recommendation work that software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6219",
    "occupationId": null
  },
  {
    "taskId": "uk-6219-T-01362",
    "score": 85,
    "band": "very high",
    "range": [
      81,
      89
    ],
    "d": [
      4,
      0,
      0,
      1,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Booking entry tickets online is routine and already largely automated.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6219",
    "occupationId": null
  },
  {
    "taskId": "uk-6219-T-08093",
    "score": 48,
    "band": "partial",
    "range": [
      41,
      55
    ],
    "d": [
      3,
      1,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Tracking arrangements against a timetable is data work, though fixing slippage involves people on the ground.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6213",
    "occupationId": null
  },
  {
    "taskId": "uk-6219-T-01335",
    "score": 64,
    "band": "high",
    "range": [
      57,
      71
    ],
    "d": [
      3,
      0,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Arranging accommodation is booking and negotiating by email and phone, mostly desk work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6219",
    "occupationId": null
  },
  {
    "taskId": "uk-6219-T-02283",
    "score": 85,
    "band": "very high",
    "range": [
      81,
      89
    ],
    "d": [
      4,
      0,
      0,
      1,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Booking travel and accommodation is already done through online systems most of the time.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6219",
    "occupationId": null
  },
  {
    "taskId": "uk-6219-T-04595",
    "score": 79,
    "band": "high",
    "range": [
      72,
      86
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    "d": [
      4,
      0,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Confirming bookings with hotels and venues is routine checking by email and phone.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6219",
    "occupationId": null
  },
  {
    "taskId": "uk-6219-T-09154",
    "score": 64,
    "band": "high",
    "range": [
      60,
      68
    ],
    "d": [
      4,
      1,
      0,
      1,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Sightseeing advice is widely published information that chat tools now give instantly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6219",
    "occupationId": null
  },
  {
    "taskId": "uk-6219-T-12199",
    "score": 75,
    "band": "high",
    "range": [
      71,
      79
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    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Searching options and putting a trip together across flights, hotels and transfers is exactly the kind of work booking software handles.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6212",
    "occupationId": null
  },
  {
    "taskId": "uk-6219-T-18290",
    "score": 39,
    "band": "low",
    "range": [
      32,
      46
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      3,
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      0,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Fixing an itinerary or hotel problem is part rebooking and part calming the person affected.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6219",
    "occupationId": null
  },
  {
    "taskId": "uk-6219-T-09153",
    "score": 64,
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      60,
      68
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    "d": [
      4,
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      0,
      1,
      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Shopping tips are well documented and easy for software to supply.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6219",
    "occupationId": null
  },
  {
    "taskId": "uk-6219-T-00307",
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      4
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      2,
      2,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "First aid and CPR are hands-on the casualty, so a trained person has to be there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6219",
    "occupationId": null
  },
  {
    "taskId": "uk-6219-T-02182",
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    "range": [
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    "d": [
      1,
      3,
      0,
      3,
      1
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Helping someone with a mobility or health need means being physically alongside them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6219",
    "occupationId": null
  },
  {
    "taskId": "uk-6219-T-07074",
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      71,
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      0,
      0,
      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Pointing someone to the nearest pharmacy is simple mapped information any phone can supply.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6219",
    "occupationId": null
  },
  {
    "taskId": "uk-6219-T-13674",
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    "range": [
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      2,
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      0,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Agreements can be drafted automatically, but the terms are settled in conversation with the venue.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
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  {
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      36,
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      3,
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      2
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    "unstable": false,
    "rationale": "A written debrief is easy to draft, though the useful observations come from having run the tour.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6219",
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      1,
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      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Counting and checking equipment before a trip means handling the kit yourself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6219",
    "occupationId": null
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  {
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    "d": [
      3,
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      1,
      1,
      3
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    "confidence": "low",
    "unstable": false,
    "rationale": "Visa, passport and health certificate requirements are published and well documented, so software can guide a traveller through most of the paperwork.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6219",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Exchange rates and rules are easy to look up, but helping in person at the bureau is not.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6219",
    "occupationId": null
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      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Writing up findings for the organisers is report work software drafts well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6219",
    "occupationId": null
  },
  {
    "taskId": "uk-6219-T-19367",
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Putting up tents and setting out camp is physical work in the field.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6219",
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  },
  {
    "taskId": "uk-6219-T-19137",
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    "d": [
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      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Selling kit happens over a counter with the goods in front of the customer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6219",
    "occupationId": null
  },
  {
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    "band": "partial",
    "range": [
      49,
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      0,
      2,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Presenting and closing a package sale still depends on live persuasion, even though the product information itself is easy to generate.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6212",
    "occupationId": null
  },
  {
    "taskId": "uk-6219-T-04339",
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    "band": "minimal",
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      4
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    "d": [
      1,
      4,
      0,
      2,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Leading visitors around a park or historic site is presence-based work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6219",
    "occupationId": null
  },
  {
    "taskId": "uk-6219-T-16326",
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    "band": "high",
    "range": [
      60,
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    "d": [
      4,
      1,
      0,
      1,
      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Promoting local attractions is marketing and information writing that software produces quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6219",
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  },
  {
    "taskId": "uk-6219-T-18372",
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    "band": "high",
    "range": [
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    "d": [
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      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Answering common public questions is documented work already handled by automated services.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4159",
    "occupationId": null
  },
  {
    "taskId": "uk-6219-T-05153",
    "score": 69,
    "band": "high",
    "range": [
      62,
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    "rationale": "Meetings with managers and local businesses work through relationships built in the room.",
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    "rationale": "Proofreading, transcribing and working through invoices and records is exactly what office software now handles.",
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    "rationale": "Watching spend against budget is number work that finance software and AI handle well.",
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    "rationale": "Rotas and reports are easy to produce; getting the best from a team depends on the relationship.",
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    "rationale": "Call handling, messages and appointment booking are already done well by phone systems and software.",
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    "rationale": "Agreeing what will be done happens with the client present, just before the service.",
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    "rationale": "Applying lather is done by hand on the client's face.",
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    "rationale": "Cleaning and disinfecting tools is done by hand.",
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    "rationale": "Styling hair for a client or a show is physical work on real hair.",
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    "rationale": "Applying products to hair is done by hand.",
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    "rationale": "Applying colour to hair is done by hand on the client.",
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    "rationale": "Recommending products from stated preferences is exactly what online recommendation tools already do well.",
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    "rationale": "Massage is done with hands on the client.",
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    "rationale": "Common hair problems and remedies are well documented, but the diagnosis needs looking at the scalp.",
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    "rationale": "Card machines and booking apps already take salon payments without anyone working out the total.",
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    "rationale": "Recording a service on the till is a simple entry, though it is made at the counter.",
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    "rationale": "Client history cards are exactly the kind of record salon software keeps automatically.",
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    "rationale": "Working out what stock to order from usage figures is a job software does well.",
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    "rationale": "Reordering supplies from usage patterns is routine purchasing that software can handle.",
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    "rationale": "Product suggestions can be generated, but they land because a trusted stylist makes them in person.",
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      4,
      0,
      0,
      1
    ],
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    "rationale": "Sweeping floors is physical work.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9263",
    "occupationId": null
  },
  {
    "taskId": "uk-6221-T-00815",
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      16
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      3,
      0,
      2,
      2
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  },
  {
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      4
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    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Combing out hair is done by hand.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-6221",
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  },
  {
    "taskId": "uk-6221-T-07569",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Applying dye with a brush is hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  },
  {
    "taskId": "uk-6221-T-12824",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Shampooing and massaging the scalp is physical work at the basin.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6221",
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  },
  {
    "taskId": "uk-6221-T-00874",
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      31,
      45
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    "d": [
      3,
      2,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The theory behind colour choices is well documented, but the decision depends on the hair in front of you.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6221",
    "occupationId": null
  },
  {
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      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Drying hair is done by hand with a dryer.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6221",
    "occupationId": null
  },
  {
    "taskId": "uk-6221-T-21199",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Using tongs, rollers and hot combs is hands-on styling.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6221",
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  },
  {
    "taskId": "uk-6221-T-21313",
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      4
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    "d": [
      0,
      4,
      0,
      1,
      2
    ],
    "confidence": "high",
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    "rationale": "Precision cutting to suit a face is skilled handwork on the client.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6221",
    "occupationId": null
  },
  {
    "taskId": "uk-6221-T-00427",
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      3,
      17
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    "d": [
      2,
      3,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Spotting a scalp condition needs looking at it closely, and the advice is given face to face.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6221",
    "occupationId": null
  },
  {
    "taskId": "uk-6221-T-02762",
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      2,
      16
    ],
    "d": [
      2,
      3,
      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Strand and skin tests are physical, and the consultation happens with the client present.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6221",
    "occupationId": null
  },
  {
    "taskId": "uk-6221-T-05667",
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      3,
      17
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    "d": [
      2,
      3,
      0,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Demonstrating a product on a customer means being there with the product and the customer.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6221",
    "occupationId": null
  },
  {
    "taskId": "uk-6221-T-08457",
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      3,
      17
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    "d": [
      2,
      3,
      0,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Judging how a treatment turned out means looking at and feeling the hair afterwards.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  },
  {
    "taskId": "uk-6221-T-11818",
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      4
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    "d": [
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      4,
      0,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Working safely during a colour service is what a person does with their hands throughout it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6221",
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  },
  {
    "taskId": "uk-6221-T-17106",
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      4
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    "d": [
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      4,
      0,
      1,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Recolouring treated hair is applied by hand and watched closely.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6221",
    "occupationId": null
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  {
    "taskId": "uk-6221-T-17636",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Removing artificial colour is a hands-on chemical process on the client.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6221",
    "occupationId": null
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  {
    "taskId": "uk-6221-T-18289",
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      4,
      18
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      3,
      0,
      1,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Fixing something going wrong mid-service means acting on the hair there and then.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6221",
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  {
    "taskId": "uk-6221-T-21119",
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      4
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      4,
      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Using products and tools correctly is physical work with the equipment in hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      4,
      0,
      1,
      2
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    "confidence": "high",
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    "rationale": "Creative finishing is skilled handwork on real hair.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "uk-6221-T-08851",
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      1,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting braids and extensions is close handwork.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-6221",
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  {
    "taskId": "uk-6221-T-11180",
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    "d": [
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping a workstation tidy is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
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    "scoredUnderOccupationId": "uk-soc-5319",
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  {
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    "rationale": "Putting right a smoothing treatment that has gone wrong means working on the hair itself.",
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  {
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      1,
      2
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    "rationale": "Smoothing treatments are applied by hand and judged on the hair as they work.",
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      2,
      2
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    "confidence": "high",
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    "rationale": "Fitting a wig or hairpiece is careful handwork on the client.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      3
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    "unstable": false,
    "rationale": "Trend research is easy to automate, but creating and presenting the collection is done on real models.",
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  {
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      1,
      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Till software handles the transaction, though someone still stands at the till during service.",
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  {
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Booking appointments is scheduling work that online systems already do from start to finish.",
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  {
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    "d": [
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Sterilising tools and keeping the workstation clean has to be done by hand, in the salon.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
    "taskId": "uk-6222-T-09156",
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    "confidence": "high",
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    "rationale": "Aftercare guidance is standard, well-documented information that software can write up accurately for the client.",
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      1,
      2
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    "confidence": "high",
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    "rationale": "Making the piercing is a physical act performed on a person who is present.",
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  {
    "taskId": "uk-6222-T-07336",
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      3
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    "rationale": "Bagging and disposing of salon waste correctly is physical work.",
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    "scoredAt": "2026-08-05T09:37:32Z",
    "keyingScheme": "text+occupation",
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  {
    "taskId": "uk-6222-T-21493",
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      4,
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    "d": [
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking a customer's ID against the person standing there is done face to face, though software already helps estimate age.",
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    "modelId": "claude-opus-5",
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  {
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      3
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    "rationale": "The rules are easy to write down, but actually following them in the treatment room is something a person does.",
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  {
    "taskId": "uk-6222-T-19760",
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    "d": [
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Sterilising instruments means physically cleaning and running equipment through a steriliser.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:37:32Z",
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  {
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    "rationale": "Keeping a store cupboard stocked and tidy is physical work.",
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    "rationale": "Collecting rubbish is physical work around the property.",
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    "rationale": "Software can write the procedure, but getting a team to actually follow it takes a manager.",
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    "rationale": "Handing out supplies and equipment to workers is physical work done in the kennels.",
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    "rationale": "Case notes and records can be pulled together automatically, but working out what went wrong needs judgement.",
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    "rationale": "Recording hours worked for payroll is routine data handling that time-and-attendance software already does.",
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    "rationale": "Culture is set by how a manager behaves with people day to day.",
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      1,
      3
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    "modelId": "claude-opus-5",
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    "occupationId": null
  },
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      30,
      44
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      2,
      0,
      1,
      1,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can draft the paperwork, but recommending promotion or dismissal rests on the supervisor's own knowledge of how each cleaner works.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6240",
    "occupationId": null
  },
  {
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      9,
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      1,
      3,
      2
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    "rationale": "Performance and personal problems are worked out in conversation with the member of staff, which software cannot do for you.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6240",
    "occupationId": null
  },
  {
    "taskId": "uk-6250-T-01053",
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      55,
      63
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      4,
      1,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Answering questions about policies and services suits a good chatbot or knowledge base.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4216",
    "occupationId": null
  },
  {
    "taskId": "uk-6250-T-03488",
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      41,
      55
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      3,
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Most guest payments now run through booking and card systems automatically, with only occasional need to take one at the desk.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:01:23Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6250",
    "occupationId": null
  },
  {
    "taskId": "uk-6250-T-09204",
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      3,
      17
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      0,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Check-in can be automated, yet greeting arriving guests in person is much of what the job is.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.435Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1221",
    "occupationId": null
  },
  {
    "taskId": "uk-6250-T-00721",
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    "band": "partial",
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      46,
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      3,
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      0,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Allocating work against skills and capacity is scheduling that software handles well, though people need to accept it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1137",
    "occupationId": null
  },
  {
    "taskId": "uk-6250-T-01066",
    "score": 70,
    "band": "high",
    "range": [
      63,
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    "d": [
      3,
      0,
      0,
      1,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Recommending places to eat and things to do draws on widely published local information software can supply instantly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6250",
    "occupationId": null
  },
  {
    "taskId": "uk-6250-T-04821",
    "score": 32,
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      25,
      39
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    "d": [
      3,
      2,
      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Rotas and procedures can be generated, though running a reception day to day means being there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.435Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1221",
    "occupationId": null
  },
  {
    "taskId": "uk-6250-T-08175",
    "score": 79,
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      75,
      83
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    "d": [
      4,
      0,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Building a hotel budget from trading history and cost data is standard spreadsheet work software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.435Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1221",
    "occupationId": null
  },
  {
    "taskId": "uk-6250-T-10295",
    "score": 0,
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Judging whether a room is clean means walking in and looking at it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.435Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1221",
    "occupationId": null
  },
  {
    "taskId": "uk-6250-T-12620",
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      14,
      28
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    "d": [
      2,
      2,
      0,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Running accommodation combines admin software can do with constant on-site problem-solving it cannot.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.435Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1221",
    "occupationId": null
  },
  {
    "taskId": "uk-6250-T-14254",
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      62,
      76
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      4,
      1,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Ordering supplies is routine purchasing software can handle once stock levels are known.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6250",
    "occupationId": null
  },
  {
    "taskId": "uk-6250-T-18268",
    "score": 26,
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    "range": [
      19,
      33
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      3,
      2,
      0,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "A good written response is easy to produce, but an unhappy guest at the desk wants a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.435Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1221",
    "occupationId": null
  },
  {
    "taskId": "uk-6250-T-19302",
    "score": 93,
    "band": "very high",
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      89,
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    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Pricing rooms from demand, competitor rates and occupancy data is already done better by software than by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.435Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1221",
    "occupationId": null
  },
  {
    "taskId": "uk-6250-T-01362",
    "score": 85,
    "band": "very high",
    "range": [
      81,
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    ],
    "d": [
      4,
      0,
      0,
      1,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Booking entry tickets online is routine and already largely automated.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6219",
    "occupationId": null
  },
  {
    "taskId": "uk-6250-T-04397",
    "score": 17,
    "band": "minimal",
    "range": [
      10,
      24
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    "d": [
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      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Keeping departments aligned happens in live conversation between managers who know each other.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:12:22.429Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-6250-T-06324",
    "score": 53,
    "band": "partial",
    "range": [
      46,
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Policy wording drafts well from existing examples, but getting staff to actually follow new rules still takes a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:25.037Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4141",
    "occupationId": null
  },
  {
    "taskId": "uk-6250-T-09854",
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      1,
      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can write the procedure, but getting a team to actually follow it takes a manager.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7132",
    "occupationId": null
  },
  {
    "taskId": "uk-6250-T-10907",
    "score": 26,
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    "d": [
      2,
      1,
      1,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Hiring depends on judging someone face to face, though software can shortlist and prepare interview questions.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6250",
    "occupationId": null
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  {
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      31,
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      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Till reconciliation is automated, but handling and banking actual cash needs someone on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T14:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5436",
    "occupationId": null
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  {
    "taskId": "uk-6250-T-13748",
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      0,
      2,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Watching how staff actually work requires being present with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:12:22.429Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-6250-T-17062",
    "score": 75,
    "band": "high",
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      68,
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      0,
      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Taking advance payments is already handled by online booking systems with no need for anyone to be present.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6250",
    "occupationId": null
  },
  {
    "taskId": "uk-6250-T-18848",
    "score": 48,
    "band": "partial",
    "range": [
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    "d": [
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      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Event scheduling and logistics are structured planning tasks software organises efficiently.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.435Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1221",
    "occupationId": null
  },
  {
    "taskId": "uk-6250-T-18857",
    "score": 79,
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    "d": [
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      0,
      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Building a shift rota that covers every watch is exactly the kind of scheduling software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3313",
    "occupationId": null
  },
  {
    "taskId": "uk-6250-T-20719",
    "score": 9,
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      5,
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    "d": [
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      0,
      3,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Training someone in a job role means showing them at the machine and watching them try.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1121",
    "occupationId": null
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  {
    "taskId": "uk-6250-T-01358",
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Setting tables means physically laying them out in the dining room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6250",
    "occupationId": null
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  {
    "taskId": "uk-6250-T-01425",
    "score": 83,
    "band": "very high",
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    "d": [
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      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Arranging an answering service is a research-and-set-up task done entirely at a screen with published supplier information.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6250",
    "occupationId": null
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  {
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Booking and scheduling contractors is mostly messaging and diary work that software handles, apart from letting them in.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:01:23Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6250",
    "occupationId": null
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  {
    "taskId": "uk-6250-T-14385",
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    "range": [
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    "d": [
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Keeping records tidy is largely a filing-system job, but paper documents still need someone in the office to handle them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:58:48.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4151",
    "occupationId": null
  },
  {
    "taskId": "uk-6250-T-15142",
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    "d": [
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      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Menus, timings and layouts are easy to draft, but banquet planning happens in conversation with the client.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.435Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1221",
    "occupationId": null
  },
  {
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reputation material can be drafted automatically, but goodwill itself is built by people talking to people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1111",
    "occupationId": null
  },
  {
    "taskId": "uk-6311-T-06065",
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    "d": [
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      3,
      2,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Holding someone until police arrive is physical presence, and only a person can do it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6311",
    "occupationId": null
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  {
    "taskId": "uk-6311-T-07707",
    "score": 0,
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      2,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping order and stopping people in the street is entirely about being there in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6311",
    "occupationId": null
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  {
    "taskId": "uk-6311-T-11619",
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      0,
      4
    ],
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      0,
      4,
      1,
      2,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "The whole point is a recognisable person in uniform being seen on the street, which nothing on a screen replaces.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6311",
    "occupationId": null
  },
  {
    "taskId": "uk-6311-T-03313",
    "score": 9,
    "band": "minimal",
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      5,
      13
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    "d": [
      1,
      2,
      0,
      3,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Tackling anti-social behaviour with wardens and community teams runs on working relationships on the ground.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:36.798Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3229",
    "occupationId": null
  },
  {
    "taskId": "uk-6311-T-03574",
    "score": 13,
    "band": "minimal",
    "range": [
      6,
      20
    ],
    "d": [
      1,
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      0,
      3,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Community confidence is built by a recognisable person turning up and talking to people, not by messages a machine writes.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6311",
    "occupationId": null
  },
  {
    "taskId": "uk-6311-T-07152",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Directing traffic requires a person in the road.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:51:27.741Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9232",
    "occupationId": null
  },
  {
    "taskId": "uk-6311-T-07711",
    "score": 11,
    "band": "minimal",
    "range": [
      4,
      18
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    "d": [
      1,
      2,
      3,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Only a designated officer may issue these notices, and enforcing on the road means being there to see the offence.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6311",
    "occupationId": null
  },
  {
    "taskId": "uk-6311-T-09064",
    "score": 28,
    "band": "low",
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      21,
      35
    ],
    "d": [
      2,
      1,
      1,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Collating and recording intelligence suits software well; the information itself comes from officers talking to people on the ground.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6311",
    "occupationId": null
  },
  {
    "taskId": "uk-6311-T-09166",
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    "range": [
      0,
      5
    ],
    "d": [
      0,
      3,
      4,
      2,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Only the person who saw what happened can be sworn in and questioned about it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6311",
    "occupationId": null
  },
  {
    "taskId": "uk-6311-T-09758",
    "score": 8,
    "band": "minimal",
    "range": [
      1,
      15
    ],
    "d": [
      1,
      2,
      2,
      1,
      1
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Cameras and records help, but working out who did something usually rests on local knowledge and what officers saw.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6311",
    "occupationId": null
  },
  {
    "taskId": "uk-6311-T-10952",
    "score": 6,
    "band": "minimal",
    "range": [
      0,
      18
    ],
    "d": [
      1,
      2,
      3,
      3,
      2
    ],
    "confidence": "low",
    "unstable": false,
    "rationale": "Only a warranted officer may question a suspect under caution, and the interview itself depends on live judgement in the room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6311",
    "occupationId": null
  },
  {
    "taskId": "uk-6311-T-11076",
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      0,
      7
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      1,
      4,
      1,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Looking into odd activity on a patrol patch means walking the streets and speaking to people there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6311",
    "occupationId": null
  },
  {
    "taskId": "uk-6311-T-11099",
    "score": 11,
    "band": "minimal",
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      4,
      18
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    "d": [
      1,
      2,
      3,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Only a designated officer may issue these notices, and the officer has to be present to see the offence and serve it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6311",
    "occupationId": null
  },
  {
    "taskId": "uk-6311-T-11957",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      2,
      2,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Turning up and taking charge at an incident is presence work that software cannot do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6311",
    "occupationId": null
  },
  {
    "taskId": "uk-6311-T-13492",
    "score": 25,
    "band": "low",
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      18,
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    "d": [
      2,
      2,
      1,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Cameras and software already watch traffic well, though an officer on the street sees things no fixed camera does.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6311",
    "occupationId": null
  },
  {
    "taskId": "uk-6311-T-14863",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      1,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Patrolling by car or bicycle is physical presence in an area; there is no way to do it remotely.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6311",
    "occupationId": null
  },
  {
    "taskId": "uk-6311-T-16048",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      1,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Guarding a crime scene means physically standing there and keeping people out.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6311",
    "occupationId": null
  },
  {
    "taskId": "uk-6311-T-16511",
    "score": 39,
    "band": "low",
    "range": [
      32,
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    "d": [
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      0,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Crime prevention advice is well documented and easy to generate, though people trust it more coming from a familiar officer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6311",
    "occupationId": null
  },
  {
    "taskId": "uk-6311-T-03328",
    "score": 17,
    "band": "minimal",
    "range": [
      10,
      24
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    "d": [
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      1,
      0,
      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Joint working with partner agencies runs on established professional relationships rather than documents.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:05:04.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3221",
    "occupationId": null
  },
  {
    "taskId": "uk-6311-T-06130",
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    "range": [
      3,
      17
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    "d": [
      1,
      2,
      2,
      1,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Deciding whether a crash involved an offence rests on evidence gathered at the scene and on judgement about the law.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6311",
    "occupationId": null
  },
  {
    "taskId": "uk-6311-T-07379",
    "score": 49,
    "band": "partial",
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      42,
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      1,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Writing up accidents and incidents into safety and compliance records is structured document work software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6311",
    "occupationId": null
  },
  {
    "taskId": "uk-6311-T-08159",
    "score": 13,
    "band": "minimal",
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      6,
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      0,
      3,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can draft the outreach, but lasting relationships with shopkeepers and community leaders are built by the same person turning up.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6311",
    "occupationId": null
  },
  {
    "taskId": "uk-6311-T-08166",
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      5
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    "d": [
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      3,
      0,
      4,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "The relationship with young people is the work itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:05:04.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3221",
    "occupationId": null
  },
  {
    "taskId": "uk-6311-T-09093",
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      1,
      2,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Picking up information on doorsteps depends on being there and on people choosing to talk.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6311",
    "occupationId": null
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  {
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      21,
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      1,
      2
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    "unstable": false,
    "rationale": "Software can structure and summarise the details, but getting them from people at the scene is done by an officer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6311",
    "occupationId": null
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  {
    "taskId": "uk-6311-T-10072",
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      2,
      3
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    "rationale": "Details of local services are documented and easy to look up and explain, so software can do most of this.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-6311-T-10116",
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    "band": "low",
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      1,
      2
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    "unstable": false,
    "rationale": "Passing on what help is needed is short, structured messaging, though the officer at the scene supplies the facts.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6311",
    "occupationId": null
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  {
    "taskId": "uk-6311-T-10978",
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      1,
      2
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    "rationale": "Analysis and the written report suit software, but examining the scene and speaking to those involved is done in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6311",
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  {
    "taskId": "uk-6311-T-12361",
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      1,
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Case records and applications are well suited to software, though the evidence behind an order is gathered by officers in the community.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6311",
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  {
    "taskId": "uk-6311-T-12859",
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      2
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    "rationale": "Measuring and sketching a scene means being in it with a tape measure.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:40:00.000Z",
    "keyingScheme": "text-only",
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    "occupationId": null
  },
  {
    "taskId": "uk-6311-T-15003",
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      4,
      3,
      1
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    "confidence": "high",
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    "rationale": "Taking someone into protective custody is a physical act carried out by a person with legal powers.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-6311-T-15275",
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can draft plans and evaluate what worked, but partnership problem-solving depends on local knowledge and relationships built face to face.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6311",
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  },
  {
    "taskId": "uk-6311-T-16112",
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      3,
      1,
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Custody paperwork can be largely automated, but detainees have to be handled in person by staff with legal authority.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6311",
    "occupationId": null
  },
  {
    "taskId": "uk-6311-T-16308",
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    "band": "low",
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    "d": [
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      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Community cohesion work is built on local relationships that take time to form.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3571",
    "occupationId": null
  },
  {
    "taskId": "uk-6311-T-16640",
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    "d": [
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      2
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    "unstable": false,
    "rationale": "Helping a vulnerable person starts with sitting with them and earning enough trust to learn what is wrong.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6311",
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  {
    "taskId": "uk-6311-T-16783",
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      1,
      2,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Providing a presence at a crowd event is exactly that, being there among people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6311",
    "occupationId": null
  },
  {
    "taskId": "uk-6311-T-16794",
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    "band": "minimal",
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      0,
      10
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      1,
      3,
      0,
      3,
      1
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Supporting people caught up in an incident depends on a person being with them at a very hard moment.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3313",
    "occupationId": null
  },
  {
    "taskId": "uk-6311-T-17610",
    "score": 42,
    "band": "partial",
    "range": [
      35,
      49
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    "d": [
      3,
      1,
      1,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Passing incident details on to the right dispatcher is message handling that software routes reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-6311-T-18077",
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    "band": "minimal",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Turning traffic away at an incident means standing in the road doing it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6311",
    "occupationId": null
  },
  {
    "taskId": "uk-6311-T-20155",
    "score": 14,
    "band": "minimal",
    "range": [
      7,
      21
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    "d": [
      2,
      2,
      0,
      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can suggest options, but community concerns get resolved through people who are known and trusted locally.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6311",
    "occupationId": null
  },
  {
    "taskId": "uk-6311-T-21550",
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      4
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    "d": [
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      4,
      0,
      3,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Going into a school to talk with pupils is about being in the room with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6311",
    "occupationId": null
  },
  {
    "taskId": "uk-6311-T-04058",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      12
    ],
    "d": [
      0,
      4,
      1,
      3,
      2
    ],
    "confidence": "low",
    "unstable": false,
    "rationale": "A home visit is exactly that, being in someone's home, and the trust it builds cannot be produced remotely.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6311",
    "occupationId": null
  },
  {
    "taskId": "uk-6311-T-08499",
    "score": 0,
    "band": "minimal",
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      4
    ],
    "d": [
      0,
      4,
      2,
      2,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Checking how badly someone is hurt means looking at and touching the person, which needs someone there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6311",
    "occupationId": null
  },
  {
    "taskId": "uk-6311-T-12548",
    "score": 30,
    "band": "low",
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      23,
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      2,
      1,
      0,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Planning documents, funding bids and progress reports can be drafted quickly, though running the project needs local relationships.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6311",
    "occupationId": null
  },
  {
    "taskId": "uk-6311-T-14739",
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    "band": "minimal",
    "range": [
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      4
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    "d": [
      0,
      4,
      1,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Walking round a courthouse to keep it secure is physical presence work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6311",
    "occupationId": null
  },
  {
    "taskId": "uk-6311-T-14743",
    "score": 0,
    "band": "minimal",
    "range": [
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      4
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    "d": [
      0,
      4,
      1,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Spotting suspicious items means physically walking the area and looking.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-6311-T-16708",
    "score": 13,
    "band": "minimal",
    "range": [
      6,
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    "d": [
      2,
      1,
      4,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "The law says a pre-sentence report must come from an appointed officer, so a machine cannot produce one for a court.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6311",
    "occupationId": null
  },
  {
    "taskId": "uk-6311-T-16740",
    "score": 53,
    "band": "partial",
    "range": [
      49,
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    "d": [
      3,
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      0,
      1,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Road and route information is published and abundant, so software answers most of these questions well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-6311-T-16935",
    "score": 0,
    "band": "minimal",
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    "d": [
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      2,
      2,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Stopping and questioning people at an entrance means standing there in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-6311-T-21347",
    "score": 70,
    "band": "high",
    "range": [
      63,
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    "d": [
      3,
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      0,
      1,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Writing and scheduling social posts is well-documented screen work that software does quickly, with an officer checking tone and accuracy.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6311",
    "occupationId": null
  },
  {
    "taskId": "uk-6311-T-18308",
    "score": 18,
    "band": "minimal",
    "range": [
      11,
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    "d": [
      1,
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      0,
      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Conflicts between colleagues are settled by talking them through with the people involved, which software cannot do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6311",
    "occupationId": null
  },
  {
    "taskId": "uk-6312-T-07089",
    "score": 0,
    "band": "minimal",
    "range": [
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      4
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    "d": [
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      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Waving drivers into spaces is done standing in the car park.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6312",
    "occupationId": null
  },
  {
    "taskId": "uk-6312-T-14649",
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    "range": [
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      4
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    "d": [
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      1,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Parking and fetching customers’ cars is driving, which software cannot do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6312",
    "occupationId": null
  },
  {
    "taskId": "uk-6312-T-05631",
    "score": 12,
    "band": "minimal",
    "range": [
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Telling a customer where their car is can be automated, but actually delivering the vehicle needs a driver.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9226",
    "occupationId": null
  },
  {
    "taskId": "uk-6312-T-09210",
    "score": 0,
    "band": "minimal",
    "range": [
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    "d": [
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      2,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Greeting someone as they pull up is face-to-face work by definition.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6312",
    "occupationId": null
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  {
    "taskId": "uk-6312-T-02514",
    "score": 37,
    "band": "low",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Making the call is simple, but describing a live scene to the emergency operator relies on the person who is there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6312",
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  {
    "taskId": "uk-6312-T-11721",
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    "d": [
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping a car park safe and clean is hands-on work on the ground.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6312",
    "occupationId": null
  },
  {
    "taskId": "uk-6312-T-09798",
    "score": 19,
    "band": "minimal",
    "range": [
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Rules and camera systems can flag likely offences, but a person on foot still checks the vehicle and its permit.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6312",
    "occupationId": null
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  {
    "taskId": "uk-6312-T-17372",
    "score": 93,
    "band": "very high",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Recording parking payments is structured screen work that software already does end to end.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6312",
    "occupationId": null
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  {
    "taskId": "uk-6312-T-02227",
    "score": 14,
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    "confidence": "high",
    "unstable": false,
    "rationale": "The arithmetic is trivial for software, but counting the drawer and banking takings is physical.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7111",
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  {
    "taskId": "uk-6312-T-11452",
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    "band": "minimal",
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Moving barriers is lifting and carrying, which needs a person on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
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  },
  {
    "taskId": "uk-6312-T-16673",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Directions are easy to look up, but jump-starting a car needs someone standing next to it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6312",
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  {
    "taskId": "uk-6312-T-10369",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Damage can be assessed from photographs, but someone still has to walk round the returned vehicle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
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  {
    "taskId": "uk-6312-T-02735",
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning, refuelling and servicing a vehicle is hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8214",
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  {
    "taskId": "uk-6312-T-14741",
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    "d": [
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    "confidence": "high",
    "unstable": false,
    "rationale": "Walking streets and car parks checking tickets is presence work from start to finish.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6312",
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  {
    "taskId": "uk-6312-T-19249",
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Filling a vehicle with fuel, oil and water is hands-on work at the pump.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6312",
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  {
    "taskId": "uk-6312-T-00023",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Walking someone to their car is physical company, which is the whole point of it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6312",
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  {
    "taskId": "uk-6312-T-13886",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Opening a car door is a physical courtesy that has to be done in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6312",
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  {
    "taskId": "uk-6312-T-18609",
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    "d": [
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Permit systems and number-plate cameras handle the checking, but at a manned barrier a person still looks at the ID.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6312",
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  {
    "taskId": "uk-6312-T-11110",
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      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6312",
    "occupationId": null
  },
  {
    "taskId": "uk-6312-T-03313",
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    "band": "minimal",
    "range": [
      5,
      13
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    "d": [
      1,
      2,
      0,
      3,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Tackling anti-social behaviour with wardens and community teams runs on working relationships on the ground.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:36.798Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3229",
    "occupationId": null
  },
  {
    "taskId": "uk-6312-T-10136",
    "score": 53,
    "band": "partial",
    "range": [
      49,
      57
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    "d": [
      3,
      1,
      0,
      1,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Parking rules and facilities are published, so software can answer most public questions accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6312",
    "occupationId": null
  },
  {
    "taskId": "uk-6312-T-07151",
    "score": 32,
    "band": "low",
    "range": [
      25,
      39
    ],
    "d": [
      3,
      2,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Job details can be sent straight to the recovery driver’s screen, though someone often points out the vehicle on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6312",
    "occupationId": null
  },
  {
    "taskId": "uk-6312-T-09344",
    "score": 64,
    "band": "high",
    "range": [
      57,
      71
    ],
    "d": [
      3,
      0,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Taking radio reports and logging them is structured work that software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6312",
    "occupationId": null
  },
  {
    "taskId": "uk-6312-T-12801",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Chalking tyres and coming back to check them is walking the street doing it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6312",
    "occupationId": null
  },
  {
    "taskId": "uk-6312-T-18772",
    "score": 93,
    "band": "very high",
    "range": [
      86,
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    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Sorting checked complaints to the right team is routine classifying and forwarding that software does reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6312",
    "occupationId": null
  },
  {
    "taskId": "uk-6312-T-02965",
    "score": 48,
    "band": "partial",
    "range": [
      44,
      52
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    "d": [
      3,
      1,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking a registration against records is a quick database look-up that systems already do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6312",
    "occupationId": null
  },
  {
    "taskId": "uk-6312-T-08106",
    "score": 50,
    "band": "partial",
    "range": [
      43,
      57
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    "d": [
      4,
      2,
      0,
      0,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "The look-up itself is instant for software, but the officer is there because someone has to stand by the vehicle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:47:02.456Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-6312-T-11523",
    "score": 56,
    "band": "partial",
    "range": [
      49,
      63
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    "d": [
      3,
      1,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Spotting permits that are missing, stolen or faked is pattern-matching across records, which software is good at.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6312",
    "occupationId": null
  },
  {
    "taskId": "uk-6312-T-18016",
    "score": 4,
    "band": "minimal",
    "range": [
      0,
      11
    ],
    "d": [
      1,
      3,
      2,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "A council officer has to attend the tribunal in person and answer questions about the case.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6312",
    "occupationId": null
  },
  {
    "taskId": "uk-6312-T-07152",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Directing traffic requires a person in the road.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:51:27.741Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9232",
    "occupationId": null
  },
  {
    "taskId": "uk-6312-T-15817",
    "score": 62,
    "band": "high",
    "range": [
      55,
      69
    ],
    "d": [
      3,
      1,
      0,
      0,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Logs largely build themselves from handheld devices, though the officer’s own observations still go into them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6312",
    "occupationId": null
  },
  {
    "taskId": "uk-6312-T-01381",
    "score": 42,
    "band": "partial",
    "range": [
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    "d": [
      3,
      1,
      1,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Serving the notices and booking the removal is administrative work software handles, though someone has to see the vehicle first.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6312",
    "occupationId": null
  },
  {
    "taskId": "uk-6312-T-08181",
    "score": 66,
    "band": "high",
    "range": [
      59,
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    "d": [
      3,
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      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Written enforcement procedures are exactly the kind of document software drafts well, with the authority adopting the final version.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6312",
    "occupationId": null
  },
  {
    "taskId": "uk-6312-T-14982",
    "score": 0,
    "band": "minimal",
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      4
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    "d": [
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      4,
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      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Putting bags over meters is done by hand, meter by meter.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6312",
    "occupationId": null
  },
  {
    "taskId": "uk-6312-T-17950",
    "score": 38,
    "band": "low",
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      31,
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    "d": [
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      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Newer meters report faults automatically, but many are still spotted by someone standing in front of them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6312",
    "occupationId": null
  },
  {
    "taskId": "uk-6312-T-03459",
    "score": 48,
    "band": "partial",
    "range": [
      41,
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    "d": [
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      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Payment and recovery of fines runs through systems that handle billing and chasing automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6312",
    "occupationId": null
  },
  {
    "taskId": "uk-6312-T-11708",
    "score": 0,
    "band": "minimal",
    "range": [
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    "d": [
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      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Looking after kit, cones and wet-weather gear is physical stock work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6312",
    "occupationId": null
  },
  {
    "taskId": "uk-6312-T-17965",
    "score": 32,
    "band": "low",
    "range": [
      25,
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    ],
    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reporting a fault is quick paperwork, but spotting it means being in the kitchen.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9263",
    "occupationId": null
  },
  {
    "taskId": "uk-6312-T-21631",
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    "band": "minimal",
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      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Winding a meter clock is a hands-on job at the meter.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:47:02.456Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-6312-T-01815",
    "score": 49,
    "band": "partial",
    "range": [
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Rotas, allocation and review dashboards are well suited to software, with the supervisor confirming and handling the people side.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6312",
    "occupationId": null
  },
  {
    "taskId": "uk-6312-T-11956",
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    "band": "minimal",
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Repairing traffic management equipment is hands-on work; only the defect report is paperwork.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-6312-T-16687",
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    "range": [
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "On-the-job training means standing alongside someone at the work and showing them how it is done.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:33:03.484Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1136",
    "occupationId": null
  },
  {
    "taskId": "uk-6312-T-19365",
    "score": 0,
    "band": "minimal",
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    "d": [
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Putting out barricades and temporary signs is physical work on the street.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6312",
    "occupationId": null
  },
  {
    "taskId": "uk-6312-T-09990",
    "score": 15,
    "band": "minimal",
    "range": [
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    "d": [
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can shape the strategy from local data, but reducing antisocial behaviour depends on people working in the community.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6312",
    "occupationId": null
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  {
    "taskId": "uk-6312-T-17934",
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    "band": "low",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The report form is easy to fill in, but what goes in it comes from what the officer actually saw.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6312",
    "occupationId": null
  },
  {
    "taskId": "uk-6312-T-02130",
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    "band": "minimal",
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    "d": [
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Understanding what a community is worried about comes from being at the meeting and listening.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:36.798Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3229",
    "occupationId": null
  },
  {
    "taskId": "uk-6312-T-09729",
    "score": 13,
    "band": "minimal",
    "range": [
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    "d": [
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      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The referral form is easy to produce, but noticing that someone is at risk and putting a name to the referral falls to the officer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6312",
    "occupationId": null
  },
  {
    "taskId": "uk-6312-T-11099",
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    "band": "minimal",
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    "d": [
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Camera-based notices already issue automatically, but only an authorised officer may issue one on the street after seeing the contravention.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6312",
    "occupationId": null
  },
  {
    "taskId": "uk-6312-T-17067",
    "score": 56,
    "band": "partial",
    "range": [
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Sorting reports by seriousness against a set risk framework is structured desk work software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6312",
    "occupationId": null
  },
  {
    "taskId": "uk-6312-T-17944",
    "score": 56,
    "band": "partial",
    "range": [
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reporting environmental problems to the council is straightforward document work once someone has spotted the issue.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6312",
    "occupationId": null
  },
  {
    "taskId": "uk-6312-T-02518",
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    "band": "low",
    "range": [
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      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Making the call is simple, but noticing the fire, threat or intruder in the first place needs someone on the spot.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6312",
    "occupationId": null
  },
  {
    "taskId": "uk-6312-T-03899",
    "score": 8,
    "band": "minimal",
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    "d": [
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Victims and witnesses talk when they trust the person in front of them, which is why this is done live.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6312",
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  {
    "taskId": "uk-6312-T-10896",
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      1,
      15
    ],
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      1,
      2,
      1,
      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Challenging someone about their behaviour only works if a real person sits with them and holds the conversation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6312",
    "occupationId": null
  },
  {
    "taskId": "uk-6312-T-11712",
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    "band": "low",
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      25,
      39
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      2,
      1,
      0,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can gather and summarise what is happening locally, though much of the useful detail is picked up in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6312",
    "occupationId": null
  },
  {
    "taskId": "uk-6312-T-14740",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Patrolling premises and securing doors and windows is physical work around the building.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6312",
    "occupationId": null
  },
  {
    "taskId": "uk-6312-T-17514",
    "score": 56,
    "band": "partial",
    "range": [
      49,
      63
    ],
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      3,
      0,
      1,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Matching someone to the right support service and making the referral is largely form-filling against known criteria.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6312",
    "occupationId": null
  },
  {
    "taskId": "uk-6312-T-18325",
    "score": 0,
    "band": "minimal",
    "range": [
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      4
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      4,
      0,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Answering an alarm means physically going to the place it came from.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6312",
    "occupationId": null
  },
  {
    "taskId": "uk-6312-T-00049",
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    "band": "minimal",
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      9,
      23
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      2,
      2,
      0,
      3,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The material is easy to write, but getting through to young people depends on the person delivering it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6135",
    "occupationId": null
  },
  {
    "taskId": "uk-6312-T-01312",
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      0,
      4
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      0,
      4,
      3,
      1,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Removing someone from premises by force is physical and cannot be done any other way.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6312",
    "occupationId": null
  },
  {
    "taskId": "uk-6312-T-03514",
    "score": 15,
    "band": "minimal",
    "range": [
      8,
      22
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    "d": [
      2,
      2,
      1,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can structure and tidy a statement, but getting a witness to give it happens face to face.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6312",
    "occupationId": null
  },
  {
    "taskId": "uk-6312-T-11016",
    "score": 5,
    "band": "minimal",
    "range": [
      0,
      12
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    "d": [
      1,
      3,
      1,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Looking into a disturbance means going to it and calming the situation, which needs a person there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6312",
    "occupationId": null
  },
  {
    "taskId": "uk-6312-T-12361",
    "score": 28,
    "band": "low",
    "range": [
      21,
      35
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    "d": [
      2,
      1,
      1,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Case records and paperwork suit software well, though the evidence behind an order is gathered by officers in the community.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6312",
    "occupationId": null
  },
  {
    "taskId": "uk-6312-T-13551",
    "score": 0,
    "band": "minimal",
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      0,
      4
    ],
    "d": [
      0,
      4,
      1,
      2,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Moving among people to keep order works because a person is visibly there; it cannot be done remotely.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6312",
    "occupationId": null
  },
  {
    "taskId": "uk-6312-T-15433",
    "score": 36,
    "band": "low",
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      29,
      43
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    "d": [
      3,
      1,
      2,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Notices and applications follow set legal templates that software drafts well, though an authorised officer must issue them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6312",
    "occupationId": null
  },
  {
    "taskId": "uk-6312-T-16640",
    "score": 7,
    "band": "minimal",
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      0,
      14
    ],
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      1,
      2,
      2,
      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Support for a vulnerable person starts with someone noticing and sitting with them, which cannot be done from a screen.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6312",
    "occupationId": null
  },
  {
    "taskId": "uk-6312-T-17515",
    "score": 48,
    "band": "partial",
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      41,
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      3,
      1,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Matching a person's needs to local services is mostly looking things up, which software does quickly and well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6135",
    "occupationId": null
  },
  {
    "taskId": "uk-6312-T-19485",
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    "band": "partial",
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      49,
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      0,
      1,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Sharing case information under agreed protocols is structured, documented work that systems can largely handle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6312",
    "occupationId": null
  },
  {
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    "range": [
      42,
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      1,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Turning notes into a clear incident report is structured writing that software produces reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6312",
    "occupationId": null
  },
  {
    "taskId": "uk-6312-T-00832",
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    "band": "high",
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      68,
      76
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      0,
      1,
      0,
      4
    ],
    "confidence": "high",
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    "rationale": "Pulling evidence together from several systems and analysing it is exactly what software is built for.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6312",
    "occupationId": null
  },
  {
    "taskId": "uk-6312-T-03604",
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      63,
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      0,
      1,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Rules letters and notices to occupants follow standard wording, so drafting them is quick and reliable.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6312",
    "occupationId": null
  },
  {
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Remote monitoring flags some faults, but checking equipment for damage or tampering means looking at and handling it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6312",
    "occupationId": null
  },
  {
    "taskId": "uk-6312-T-11531",
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      3
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    "confidence": "high",
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    "rationale": "Locking doors and gates is a physical job that needs someone walking the building.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6312",
    "occupationId": null
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  {
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    "unstable": false,
    "rationale": "Access systems already log and control entry automatically, but a person at the door still deters and spots what systems miss.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6312",
    "occupationId": null
  },
  {
    "taskId": "uk-6312-T-14336",
    "score": 81,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Assembling, indexing and paginating a case bundle is document handling that software does faster than people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6312",
    "occupationId": null
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  {
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      2,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Assembling and summarising a case file suits software, though a named officer must vouch for the evidence given to prosecutors.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6312",
    "occupationId": null
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  {
    "taskId": "uk-6312-T-17214",
    "score": 75,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Case records and performance figures are typed into set fields, so much of it can be captured automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6312",
    "occupationId": null
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      2,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Giving first aid means hands on the injured person, so someone trained has to be there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6312",
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  {
    "taskId": "uk-6312-T-19899",
    "score": 75,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Pulling activity into a report for managers is routine document work that software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6312",
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  {
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Wording a warning is easy; delivering it to someone breaking the rules means standing in front of them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:35Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-6312",
    "occupationId": null
  },
  {
    "taskId": "uk-7111-T-01880",
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Pointing a customer to the right aisle happens on the shop floor, with the assistant walking them there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7111",
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  {
    "taskId": "uk-7111-T-09209",
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Greeting shoppers and talking up products happens face to face in the shop.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7111",
    "occupationId": null
  },
  {
    "taskId": "uk-7111-T-16105",
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      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Handling cash and cards at the till is physical work at a counter.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7111",
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  {
    "taskId": "uk-7111-T-19207",
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      2,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Serving in a shop means being on the floor with customers.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7111",
    "occupationId": null
  },
  {
    "taskId": "uk-7111-T-00434",
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    "range": [
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Product knowledge is easy to look up, but the advice is given in person as the customer browses.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7111",
    "occupationId": null
  },
  {
    "taskId": "uk-7111-T-01889",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Answers are easy to supply, but the help itself is given face to face in the shop.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7111",
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  {
    "taskId": "uk-7111-T-03488",
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    "band": "minimal",
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    "d": [
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Payment systems do most of the work, but a shop assistant takes payment with the customer standing at the till.",
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    "rationale": "Receiving and moving stock deliveries is physical work in the stockroom.",
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    "rationale": "Ideas are easy to generate, but persuading shoppers happens face to face in the store.",
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      3
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      4
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    "rationale": "Sales materials are easy to write, but the selling itself relies on a person building the relationship.",
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    "rationale": "Serving a customer at the till means being at the till with the goods and the customer.",
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    "rationale": "The policy is easy to apply on paper, but transactions happen at the till with the customer.",
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    "confidence": "high",
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    "rationale": "Processing a refund is a rules-based transaction that systems already handle end to end.",
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    "rationale": "Counting banknotes and coins means physically handling the money.",
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    "rationale": "Packing bags and boxes requires hands.",
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    "rationale": "The paperwork side is automatic, but taking goods back means someone receiving and checking them.",
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  {
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    "rationale": "Adding up payments received and matching them against sales is straightforward number work done from records.",
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    "rationale": "Standard replies are easy to draft, though upset customers are usually calmed by a person in front of them.",
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    "rationale": "Filling shelves is physical work.",
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    "rationale": "Cashing a cheque means handling the cheque and passing money across the counter.",
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    "rationale": "In-store promotions mean setting things up and talking to shoppers where they are.",
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    "rationale": "Wrapping and boxing goods for delivery is hands-on work.",
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    "rationale": "Looking up and explaining company procedures is straightforward information work for AI.",
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    "rationale": "Selling tickets at a counter and checking them at the door means being there in person.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4129",
    "occupationId": null
  },
  {
    "taskId": "uk-7112-T-19928",
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      65,
      73
    ],
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      4,
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      0,
      0,
      3
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    "confidence": "high",
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    "rationale": "Turning till data into financial records is standard software work, apart from counting the actual cash.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:29Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-7112",
    "occupationId": null
  },
  {
    "taskId": "uk-7112-T-02821",
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    "band": "minimal",
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      10,
      18
    ],
    "d": [
      2,
      3,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Changing displays means physically moving stock and signage around the shop.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7112",
    "occupationId": null
  },
  {
    "taskId": "uk-7112-T-08211",
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      71,
      79
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Setting prices from costs, demand and competitor data is analysis software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:36.798Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4129",
    "occupationId": null
  },
  {
    "taskId": "uk-7112-T-12697",
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      31,
      45
    ],
    "d": [
      3,
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      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Ordering and availability can be worked out by software, but the shelves still get filled by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7112",
    "occupationId": null
  },
  {
    "taskId": "uk-7112-T-14711",
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      13
    ],
    "d": [
      1,
      3,
      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Team sessions happen in person and depend on people taking part.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7112",
    "occupationId": null
  },
  {
    "taskId": "uk-7112-T-16687",
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    "range": [
      0,
      6
    ],
    "d": [
      0,
      3,
      0,
      3,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "On-the-job training means standing alongside someone at the work and showing them how it is done.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:33:03.484Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1136",
    "occupationId": null
  },
  {
    "taskId": "uk-7112-T-17918",
    "score": 56,
    "band": "partial",
    "range": [
      49,
      63
    ],
    "d": [
      3,
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      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Spotting and reporting a price mismatch is a checking job that till systems can flag automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7112",
    "occupationId": null
  },
  {
    "taskId": "uk-7112-T-19161",
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      0,
      14
    ],
    "d": [
      1,
      3,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Serving customers on the shop floor means being there with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7132",
    "occupationId": null
  },
  {
    "taskId": "uk-7112-T-20273",
    "score": 0,
    "band": "minimal",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Switching equipment on and off means being there to press the switch.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7112",
    "occupationId": null
  },
  {
    "taskId": "uk-7113-T-01059",
    "score": 59,
    "band": "partial",
    "range": [
      52,
      66
    ],
    "d": [
      4,
      1,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Answering routine phone enquiries about opening times, menus and directions is well handled by automated systems.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9264",
    "occupationId": null
  },
  {
    "taskId": "uk-7113-T-08627",
    "score": 64,
    "band": "high",
    "range": [
      57,
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    "d": [
      3,
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      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Product and price explanations are documented and already handled well by automated help.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4159",
    "occupationId": null
  },
  {
    "taskId": "uk-7113-T-01077",
    "score": 53,
    "band": "partial",
    "range": [
      46,
      60
    ],
    "d": [
      3,
      0,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Answering enquiry calls is routine spoken work that automated systems increasingly handle, though some callers want a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-7113-T-13793",
    "score": 79,
    "band": "high",
    "range": [
      75,
      83
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    "d": [
      4,
      0,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Taking down customer details and typing them onto an order form is exactly the sort of structured data entry software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:58:48.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4151",
    "occupationId": null
  },
  {
    "taskId": "uk-7113-T-19130",
    "score": 26,
    "band": "low",
    "range": [
      19,
      33
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    "d": [
      2,
      1,
      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Selling extra products depends on reading the customer in the moment, which a phone call or visit from a person still does best.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:58:48.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4151",
    "occupationId": null
  },
  {
    "taskId": "uk-7113-T-00269",
    "score": 75,
    "band": "high",
    "range": [
      68,
      82
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Tailoring a script to a particular person from what is known about them is writing work AI does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-7113-T-08972",
    "score": 40,
    "band": "partial",
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      33,
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    "d": [
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      0,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Follow-up calls can be partly automated, but a live conversation is still what moves the sale.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:35:14.479Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7113",
    "occupationId": null
  },
  {
    "taskId": "uk-7113-T-17304",
    "score": 75,
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    "range": [
      71,
      79
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Logging names, addresses and reactions into the system is routine record keeping.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-7113-T-12018",
    "score": 75,
    "band": "high",
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      68,
      82
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Keeping contact, account and order records up to date is ordinary database work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-7113-T-13810",
    "score": 93,
    "band": "very high",
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      89,
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    "d": [
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      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Gathering names and numbers from available sources is exactly the kind of searching software does at scale.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4143",
    "occupationId": null
  },
  {
    "taskId": "uk-7113-T-01402",
    "score": 64,
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    "range": [
      60,
      68
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    "d": [
      3,
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      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Booking and confirming customer meetings is routine scheduling and outreach.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3556",
    "occupationId": null
  },
  {
    "taskId": "uk-7113-T-02579",
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      57,
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      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Writing surveys and analysing the answers is standard desk work, though some customer contact still involves a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:36:21.102Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1132",
    "occupationId": null
  },
  {
    "taskId": "uk-7113-T-18329",
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      75,
      83
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      0,
      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Replying to correspondence with letters is exactly the kind of writing software produces well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4113",
    "occupationId": null
  },
  {
    "taskId": "uk-7114-T-01542",
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      8,
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    "d": [
      2,
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      0,
      2,
      1
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Choosing frames depends on how they sit on a real face and what the customer likes when they try them on.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:58:48.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7114",
    "occupationId": null
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  {
    "taskId": "uk-7114-T-08878",
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    "d": [
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      4,
      2,
      2,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting glasses or lenses means adjusting them on the person in front of you.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:58:48.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7114",
    "occupationId": null
  },
  {
    "taskId": "uk-7114-T-13848",
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    "d": [
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      0,
      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Helping someone choose lenses works best face to face, with the frames in hand and the customer trying them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7114",
    "occupationId": null
  },
  {
    "taskId": "uk-7114-T-16401",
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      4,
      1,
      2,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Handing over, fitting and adjusting glasses is hands-on work with the customer present.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7114",
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  {
    "taskId": "uk-7114-T-16549",
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      0,
      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Good service across a customer's visit is built in person, from the greeting to the fitting.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7114",
    "occupationId": null
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  {
    "taskId": "uk-7114-T-05568",
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      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Sorting out a guest's problem quickly usually means noticing it and dealing with it there at the table.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9264",
    "occupationId": null
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  {
    "taskId": "uk-7114-T-09155",
    "score": 42,
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    "d": [
      3,
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      1,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Lens care advice is standard, published guidance that reads the same whether spoken, printed or on screen.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:58:48.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7114",
    "occupationId": null
  },
  {
    "taskId": "uk-7114-T-10685",
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      25,
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    ],
    "d": [
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The instructions are standard, but they are usually given while handing the glasses over and showing the customer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:58:48.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7114",
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  {
    "taskId": "uk-7114-T-16399",
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    "d": [
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      3,
      2,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Putting lenses in and taking them out of someone's eye is physical care done in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:58:48.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7114",
    "occupationId": null
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  {
    "taskId": "uk-7114-T-01668",
    "score": 36,
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    "d": [
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Matching a prescription to how someone uses their eyes follows clear rules, but registered staff oversee complex dispensing.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:58:48.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7114",
    "occupationId": null
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  {
    "taskId": "uk-7114-T-07916",
    "score": 19,
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    "d": [
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      2,
      0,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking a frame against someone's measurements needs the frame and the face together.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:58:48.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7114",
    "occupationId": null
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  {
    "taskId": "uk-7114-T-09590",
    "score": 20,
    "band": "low",
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      27
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      2,
      0,
      2,
      3
    ],
    "confidence": "medium",
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    "rationale": "Working out what a shopper wants usually happens face to face, though online tools already suggest products well.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7132",
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  },
  {
    "taskId": "uk-7114-T-10793",
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      49,
      63
    ],
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      3,
      0,
      2,
      0,
      3
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    "confidence": "medium",
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    "rationale": "Choosing lens type and material from a prescription follows set rules that dispensing software already applies.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7114",
    "occupationId": null
  },
  {
    "taskId": "uk-7114-T-15659",
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      49,
      63
    ],
    "d": [
      3,
      0,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Lab instructions are generated from the prescription and measurements, making this mostly a form-filling job.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-7114",
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  },
  {
    "taskId": "uk-7114-T-18691",
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      26
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      2,
      2,
      2,
      0,
      2
    ],
    "confidence": "medium",
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    "rationale": "Final checks mean holding the glasses, reading them on a meter and looking at how they are made.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7114",
    "occupationId": null
  },
  {
    "taskId": "uk-7114-T-09383",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      1,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Heating and bending a frame to fit someone's face is entirely hands-on.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7114",
    "occupationId": null
  },
  {
    "taskId": "uk-7114-T-12869",
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      0,
      4
    ],
    "d": [
      1,
      4,
      1,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Measuring bridge, eye and temple size means taking measurements from the customer in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:58:48.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7114",
    "occupationId": null
  },
  {
    "taskId": "uk-7114-T-16402",
    "score": 42,
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    "range": [
      35,
      49
    ],
    "d": [
      3,
      1,
      1,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Pre-appointment questions and consent follow a set script that customers can complete online or at a screen.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7114",
    "occupationId": null
  },
  {
    "taskId": "uk-7114-T-21472",
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    "range": [
      36,
      50
    ],
    "d": [
      3,
      0,
      2,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Querying a prescription is a quick professional check, but the answer comes from the clinician who wrote it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:58:48.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7114",
    "occupationId": null
  },
  {
    "taskId": "uk-7114-T-12955",
    "score": 11,
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      4,
      18
    ],
    "d": [
      1,
      2,
      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Hitting sales targets depends on persuading customers in the shop at the moment they are choosing.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7114",
    "occupationId": null
  },
  {
    "taskId": "uk-7114-T-14209",
    "score": 79,
    "band": "high",
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      75,
      83
    ],
    "d": [
      4,
      0,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Ordering frames and lenses runs on stock levels and prescriptions already in the system, so it is mostly automatic.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7114",
    "occupationId": null
  },
  {
    "taskId": "uk-7114-T-07915",
    "score": 7,
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    "range": [
      3,
      11
    ],
    "d": [
      1,
      3,
      1,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking a ground lens against its specification means handling the lens and the grinding equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:58:48.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7114",
    "occupationId": null
  },
  {
    "taskId": "uk-7114-T-12855",
    "score": 3,
    "band": "minimal",
    "range": [
      0,
      7
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    "d": [
      0,
      3,
      1,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Reading lens power means putting a real lens into a real instrument, which no software can do for you.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:29Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-7114",
    "occupationId": null
  },
  {
    "taskId": "uk-7114-T-14196",
    "score": 69,
    "band": "high",
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      65,
      73
    ],
    "d": [
      4,
      1,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Stock control runs on sales and delivery data already recorded, which ordering systems handle well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7114",
    "occupationId": null
  },
  {
    "taskId": "uk-7114-T-16408",
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      29,
      43
    ],
    "d": [
      3,
      1,
      2,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Booking follows clear rules, but deciding how urgently an eye problem needs seeing is a clinical judgement.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:58:48.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7114",
    "occupationId": null
  },
  {
    "taskId": "uk-7114-T-19463",
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      0,
      14
    ],
    "d": [
      1,
      3,
      1,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Shaping a lens to fit a frame is machine work with the lens physically in the edger.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:58:48.849Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7114",
    "occupationId": null
  },
  {
    "taskId": "uk-7114-T-09233",
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      4,
      12
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    "d": [
      1,
      3,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Grinding a lens edge is done by hand and machine on the physical lens.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7114",
    "occupationId": null
  },
  {
    "taskId": "uk-7114-T-13780",
    "score": 79,
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      75,
      83
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      4,
      0,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Pulling up a customer's earlier record is a database lookup, though sometimes another practice has to be asked.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7114",
    "occupationId": null
  },
  {
    "taskId": "uk-7114-T-17044",
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      4
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    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Putting a repaired frame back together is manual work with small parts and tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7114",
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  },
  {
    "taskId": "uk-7114-T-04699",
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    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Running the coating equipment means loading lenses and working the machine on the shop floor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:31:50.705Z",
    "keyingScheme": "text-only",
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    "occupationId": null
  },
  {
    "taskId": "uk-7114-T-12018",
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      68,
      82
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    "d": [
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      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Keeping contact, account and order records up to date is ordinary database work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
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    "occupationId": null
  },
  {
    "taskId": "uk-7114-T-19407",
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      4
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      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Building a display means physically arranging stock and stands in the shop.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7114",
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  {
    "taskId": "uk-7114-T-00010",
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      29,
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      2,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Taking in a prescription is a checking step, and electronic prescriptions have already removed much of the handling.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  },
  {
    "taskId": "uk-7114-T-01484",
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      4
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      3,
      0,
      2
    ],
    "confidence": "high",
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    "rationale": "Picking and putting together the actual medicines is physical work in the dispensary.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "uk-7114-T-08963",
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    "d": [
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      2,
      2,
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      3
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    "rationale": "Procedures are written down, but following them means doing physical dispensary tasks the right way each time.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7114",
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  {
    "taskId": "uk-7114-T-17513",
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      21,
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      1,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Knowing when to pass a question to the pharmacist is a clear rule, but it happens at the counter.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7114",
    "occupationId": null
  },
  {
    "taskId": "uk-7114-T-01059",
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      52,
      66
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    "d": [
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      1,
      0,
      1,
      3
    ],
    "confidence": "medium",
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    "rationale": "Answering routine phone enquiries about opening times, menus and directions is well handled by automated systems.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9264",
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  {
    "taskId": "uk-7114-T-01497",
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      3,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Assembling and handing over prescribed medicines is hands-on dispensary work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
    "taskId": "uk-7114-T-03889",
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      3,
      0,
      2
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    "rationale": "Making up a preparation means measuring and mixing physical ingredients.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      29,
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      1,
      3
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    "confidence": "medium",
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    "rationale": "Gathering the details needed before dispensing is records work, though a pharmacist remains responsible for the check.",
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  {
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      3
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    "rationale": "Labels are produced automatically from the prescription, but someone still has to put them on the right pack.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "uk-7114-T-17058",
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      1,
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      3
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    "rationale": "Logging prescriptions is form-based computer work, and electronic prescribing already sends most of them straight through.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7114",
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  {
    "taskId": "uk-7114-T-19148",
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    "d": [
      2,
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      3,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Selling pharmacy medicines happens over the counter and UK rules require a pharmacist supervising the sale.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:58:48.849Z",
    "keyingScheme": "text-only",
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  {
    "taskId": "uk-7114-T-02883",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Expiry dates are recorded in the stock system, but someone still walks the shelves to pull short-dated stock.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:58:48.849Z",
    "keyingScheme": "text-only",
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  {
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    "d": [
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      2,
      1,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Getting medicines physically to a ward or patient is a delivery job, and the pharmacist stays responsible for what is handed over.",
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    "unstable": false,
    "rationale": "Placing parts orders through supplier systems is routine transaction work that software handles well.",
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      3
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    "rationale": "Ordering parts against a stock list is routine purchasing that systems handle.",
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  {
    "taskId": "uk-7115-T-18432",
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      4,
      0,
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fetching parts from the storeroom means walking and carrying.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Stock checking is a straightforward system lookup, though someone still walks to the shelf when records are wrong.",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Repair-or-replace advice follows known guidance, but customers usually want it explained by someone at the counter.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "uk-7115-T-09048",
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    "d": [
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      4,
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Picking goods off a shelf and getting them to the customer is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      0,
      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Chasing and updating order status is routine system work software already automates.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3
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    "rationale": "Taking the order is easy to automate; picking the part off the shelf is not.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
    "taskId": "uk-7115-T-20315",
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      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Taking orders over the phone is routine and increasingly handled by ordering systems.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7129",
    "occupationId": null
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  {
    "taskId": "uk-7115-T-21062",
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      65,
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Updating stock records is routine data work, though counting what is actually there needs someone in the store.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7115",
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  {
    "taskId": "uk-7115-T-00580",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Part features and fitment come from catalogues and manuals, which software reads and explains well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7115",
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  {
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      0,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Deciding the code is easy, but the labels have to be physically put on the parts.",
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    "modelId": "claude-opus-5",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Putting stock away means carrying boxes to shelves.",
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  {
    "taskId": "uk-7115-T-18240",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Explaining a delay is easy to draft, but a frustrated customer usually wants a person to sort it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
    "taskId": "uk-7115-T-20346",
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    "d": [
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      1,
      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Online ordering is already software; the human part is just handling the odd query.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "uk-7115-T-01355",
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      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Booking and tracking deliveries is scheduling work software does quickly and accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7115",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Examining returned parts for defects requires handling them.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
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      1
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    "rationale": "Measuring a part for wear means holding it and the gauge.",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Payment and authorisation checks already run through systems; the salesperson mainly handles the customer standing there.",
    "promptVersion": "task_scoring_v1.0",
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    "scoredAt": "2026-08-05T09:52:29Z",
    "keyingScheme": "text+occupation",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Storing stock tidily is physical work in the stockroom.",
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    "modelId": "claude-opus-5",
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      3
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    "unstable": false,
    "rationale": "The message is easy to generate, but telling a customer their part is delayed usually needs a person.",
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      2
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    "rationale": "Showing a customer how equipment works means demonstrating it in front of them.",
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      1
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    "rationale": "Keeping the work area tidy is physical work.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Invoicing follows fixed rules on prices, tax and terms, and billing software already does most of it without help.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-4151",
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    "rationale": "Getting parts to a customer means physically driving them there.",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Dealership payments are mostly card or transfer, so software handles much of it, though customers usually pay in the showroom.",
    "promptVersion": "task_scoring_v1.0",
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    "scoredAt": "2026-08-05T09:52:29Z",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Issuing a receipt is generated by the till system, with only the handover done by a person.",
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    "rationale": "Placing an order into a supplier system is a routine, well-documented transaction.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Comparing carriers and shipping costs is desk research software does quickly.",
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    "modelId": "claude-opus-5",
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Making a shop display look good means physically arranging the goods.",
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    "modelId": "claude-opus-5",
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    "rationale": "Software can suggest a display idea, but someone still has to build it in the window.",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Drafting a standard sales contract from the dealership's own template is exactly the kind of document software produces well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:29Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-7115",
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  {
    "taskId": "uk-7115-T-17831",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Repairing parts is hands-on work with tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "taskId": "uk-7115-T-19161",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Serving customers on the shop floor means being there with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
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    "scoredUnderOccupationId": "uk-soc-7132",
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  {
    "taskId": "uk-7115-T-00012",
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    "rationale": "Product knowledge is easy to look up, but the advice is given in person as the customer browses.",
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      4
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    "keyingScheme": "text-only",
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    "rationale": "Finance introducer relationships are built between specific people over time.",
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    "modelId": "claude-opus-5",
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    "rationale": "The policy is easy to apply on paper, but transactions happen at the till with the customer.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3
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    "rationale": "Credit criteria are written rules software can apply, but regulated lending decisions keep an accountable person involved.",
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    "keyingScheme": "text-only",
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    "rationale": "Usage and care instructions are published in manuals, so clear explanations are easy to produce.",
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      3
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    "rationale": "Handling cash and cards at the till is physical work at a counter.",
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    "modelId": "claude-opus-5",
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      3
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    "rationale": "The paperwork is easy to generate and keep, but following the rules day to day is down to the person.",
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    "keyingScheme": "text+occupation",
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    "rationale": "Answers are easy to supply, but the help itself is given face to face in the shop.",
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    "rationale": "Videos and guides help, but showing a customer how a machine actually runs usually means being there with it.",
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      3
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    "rationale": "Keeping sales and transaction records up to date is standard system work needing nobody in the room.",
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    "rationale": "Guide prices for trade-ins are published data, but judging the condition of the item in front of you needs eyes on it.",
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    "rationale": "Counting stock on shelves is done by walking the shop with a scanner.",
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    "rationale": "Extending credit on an overdue account falls under consumer credit rules, so an authorised person must make the call.",
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    "rationale": "Recording and settling the payment is automated; the collecting itself happens at people's doors.",
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    "rationale": "Rejection letters write themselves, but telling someone by phone or in person is the part customers judge.",
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    "rationale": "Watching accounts for late payment and breached terms is automatic monitoring software already performs.",
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    "rationale": "Interest and payment calculations follow published formulas, so software gets them right every time.",
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    "rationale": "Keeping loan records up to date is straightforward record-keeping inside the bank's own systems.",
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    "rationale": "Serving documents usually means handing them to the right person and being able to prove you did.",
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    "rationale": "Calling at someone’s door to ask for payment needs a person physically standing there.",
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    "rationale": "Automated calls exist, but chasing arrears is regulated and needs care with people who may be struggling.",
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    "rationale": "The paperwork side is automated, but collecting from households usually means someone turning up at the door.",
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    "rationale": "Chasing payment is heavily regulated in Britain and depends on reading how a worried person responds.",
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    "keyingScheme": "text+occupation",
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      3
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    "rationale": "Picking out overdue accounts from customer records is exactly the sort of filtering systems do automatically.",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-7122",
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    "taskId": "uk-7122-T-01045",
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    "modelId": "claude-opus-5",
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      0,
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      3
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-4159",
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      2,
      2,
      3
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    "confidence": "medium",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
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      3
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    "modelId": "claude-opus-5",
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      3
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    "rationale": "Preparing a court application is standard document work, though enforcement rules expect a certificated agent behind it.",
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    "modelId": "claude-opus-5",
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      3
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    "rationale": "Debt advice is regulated in Britain, and people act on it only when they trust the person giving it.",
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      3
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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      3
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    "rationale": "The paperwork is routine, but ordering repossession has legal consequences an authorised firm has to stand behind.",
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    "rationale": "Statements and discrepancy letters generate themselves from the ledger; someone still has to get them into the post.",
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    "keyingScheme": "text+occupation",
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      1,
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    "rationale": "Booking, cataloguing and listing lots is routine admin, but the goods still have to be handled and delivered.",
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    "rationale": "Granting more time on a credit account falls under consumer credit rules, so an authorised person must decide.",
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    "rationale": "Logging customer contacts and account status is record-keeping that systems and AI already handle well.",
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    "keyingScheme": "text-only",
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      3
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    "rationale": "Watching accounts for late payment and breached terms is automatic monitoring software already performs.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:36.798Z",
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    "rationale": "Credit terms are standard text, but explaining them to someone in debt is regulated and a person must answer for it.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "rationale": "Database searches are automated, but tracing someone often ends with knocking on doors and asking around.",
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      3
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    "rationale": "Matching payments to accounts is routine software work, apart from handling and banking the physical cash.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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      3
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    "rationale": "Flagging a non-responding account to the credit team follows a simple, fixed rule.",
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    "modelId": "claude-opus-5",
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      2,
      3
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    "rationale": "Supporting someone in debt is regulated advice, and it works only if the person trusts who they are talking to.",
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    "rationale": "Drafting replies to routine enquiries is well-documented writing software does well.",
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    "scoredAt": "2026-08-04T17:16:42.361Z",
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    "rationale": "Raising and sending invoices from account records is standard billing software work with no in-person step.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Ideas for better collections come easily; knowing which will work here needs local judgement.",
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    "confidence": "high",
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    "rationale": "Closing records for people who have died is routine database maintenance, already done in bulk against death registers.",
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    "rationale": "Progress reports are written from case data already sitting in the system, though each case needs a sense-check.",
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    "rationale": "A phone camera and text recognition can log the reading, but someone still has to walk to the meter.",
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    "rationale": "Reading a gas meter means physically standing in front of it.",
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    "rationale": "Connecting and disconnecting utilities is physical work at the property.",
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    "rationale": "Checking a meter for damage or tampering means looking at and handling the actual unit.",
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    "confidence": "high",
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    "rationale": "Taking books or devices back to the office is a physical errand.",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Spotting odd consumption is straightforward data work, but confirming the cause often means going back to the property.",
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    "rationale": "Servicing or repairing a meter is hands-on work at the meter itself.",
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  },
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      3
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    "modelId": "claude-opus-5",
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      3
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    "modelId": "claude-opus-5",
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  {
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    "modelId": "claude-opus-5",
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  {
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      3
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      3
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    "modelId": "claude-opus-5",
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      3
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    "rationale": "Allocating work against skills and capacity is scheduling that software handles well, though people need to accept it.",
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    "modelId": "claude-opus-5",
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    "rationale": "Pointing a customer to the right aisle happens on the shop floor, with the assistant walking them there.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      4
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    "rationale": "Working out prices and totals is straightforward arithmetic already done by tills and software.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7111",
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  {
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    "rationale": "Directing staff day to day depends on the manager's standing with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3556",
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      3
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    "rationale": "Reorder levels can be calculated, but looking over the merchandise means being there.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3556",
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  {
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7132",
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      2
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    "rationale": "Greeting shoppers and talking up products happens face to face in the shop.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Keeping transaction records current is ordinary system work with no in-person element.",
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    "modelId": "claude-opus-5",
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    "rationale": "Handling cash and cards at the till is physical work at a counter.",
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    "rationale": "The policy is easy to apply on paper, but transactions happen at the till with the customer.",
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    "modelId": "claude-opus-5",
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      4
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    "rationale": "Recommending products from stated preferences is exactly what online recommendation tools already do well.",
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    "rationale": "The arithmetic is trivial for software, but counting the drawer and banking takings is physical.",
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    "rationale": "Checking claimed product details against the wording is a documentation job, with occasional need to look at the physical label.",
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    "rationale": "Counting stock on shelves is done by walking the shop with a scanner.",
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      2
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    "rationale": "Winning support from company officials depends on relationships.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Standard contract drafting from a firm's own template is well within what document software produces.",
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    "rationale": "Forecasting demand from past sales is a task computers already do better than most people.",
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    "rationale": "Pulling stock figures into a report is exactly what till and stock systems already do automatically.",
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    "rationale": "The paperwork is easy to automate, but handing over the actual equipment needs someone at the counter.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Software can write the procedure, but getting a team to actually follow it takes a manager.",
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    "rationale": "Tracking requisitions is record-keeping that purchasing systems already do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Counting cash and cashing up the till is hands-on work.",
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    "modelId": "claude-opus-5",
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  {
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    "rationale": "Plans draft easily, but coordinating a live campaign means working with several teams.",
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    "modelId": "claude-opus-5",
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      3
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    "rationale": "Building a rota is a scheduling problem software solves, given the team's constraints.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
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    "scoredUnderOccupationId": "uk-soc-1131",
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    "taskId": "uk-7122-T-17164",
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    "rationale": "Software drafts the recommendation, but the call depends on knowing the individual's record and conduct first hand.",
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    "scoredAt": "2026-08-05T09:52:29Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-7122",
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  {
    "taskId": "uk-7122-T-17242",
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      3
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    "rationale": "Typing orders into the sales system is routine keying that software already does straight from emails or order forms.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3552",
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  {
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      3
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    "rationale": "Entering purchases into the finance system is routine data work software handles well.",
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      3
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    "rationale": "Requisitioning day-to-day items is routine paperwork driven by stock levels a system already knows.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-9219",
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  {
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      3
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    "rationale": "Turning sales records into a finance report is straightforward work software already automates.",
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    "modelId": "claude-opus-5",
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  {
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "rationale": "Training shop staff is mostly done alongside them, though written and online material covers the basics.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning a vending machine is manual work done at the machine.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
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    "rationale": "Loading products, ingredients and coins into a machine has to be done by hand.",
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    "modelId": "claude-opus-5",
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    "rationale": "Restocking and clearing old stock means opening the machine and handling the goods.",
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    "rationale": "Fixing a vending machine means working on it with your hands.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Emptying cash from machines and carrying it back is physical work with real money.",
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    "modelId": "claude-opus-5",
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    "rationale": "Coins and notes have to be physically taken out of the machine.",
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    "rationale": "Cleaning and oiling machines is physical maintenance work.",
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      3
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    "rationale": "Keeping service and repair records is form-filling that systems already fill in automatically from job data.",
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    "rationale": "Balancing and refilling a cash machine means opening it and handling cassettes of notes on site.",
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    "rationale": "Clearing coin jams and machine tilts means opening the machine and working inside it.",
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    "rationale": "Stripping and rebuilding machines is hands-on work with tools.",
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    "rationale": "Once a shortage is spotted, telling the right person is a quick, standard message that systems can generate.",
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    "rationale": "Finding the right answer in a service manual is exactly what search and document tools do best.",
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    "rationale": "Identifying and ordering the right replacement part is catalogue and paperwork work.",
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    "rationale": "Arranging transport and access for machinery removal is scheduling and coordination work.",
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    "modelId": "claude-opus-5",
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  },
  {
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      0,
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      2
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    "confidence": "medium",
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    "rationale": "Writing up what you have seen on the round is ordinary reporting, though the useful detail is local knowledge.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7122",
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  },
  {
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      3
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    "unstable": false,
    "rationale": "Handling cash needs someone at the till, though card and self-service payment already cover much of it.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9263",
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  {
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      46,
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      0,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Automated service handles most complaints well, though an upset customer often wants a person to take it seriously.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
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  },
  {
    "taskId": "uk-7123-T-07533",
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    "d": [
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      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Driving a delivery lorry is physical work current software cannot do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:29Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-7123",
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  },
  {
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      0,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Product news can be written and sent automatically, though regular customers still expect a familiar face on the round.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7123",
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  },
  {
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      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Recording daily sales and deliveries is routine data entry that tills and apps already handle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8239",
    "occupationId": null
  },
  {
    "taskId": "uk-7123-T-12169",
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    "d": [
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      3,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Customers stay because they trust the person who comes into their home.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9223",
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  },
  {
    "taskId": "uk-7123-T-19151",
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      17
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    "d": [
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      3,
      0,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Selling at events means being present with the stock and the customer in front of you.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7129",
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  },
  {
    "taskId": "uk-7123-T-04618",
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      0,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Scripts and follow-ups can be automated, but a van round wins customers at the doorstep.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:29Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-7123",
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  {
    "taskId": "uk-7123-T-07557",
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Driving the van to the pitch is physical work behind the wheel.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7123",
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  {
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      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Lifting goods on and off a lorry is physical work software cannot do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:29Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-7123",
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  },
  {
    "taskId": "uk-7123-T-17346",
    "score": 69,
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    "d": [
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      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Logging sales and receipts is routine software work, though cash from the round still has to be counted.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:29Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-7123",
    "occupationId": null
  },
  {
    "taskId": "uk-7123-T-19209",
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      2,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Looking after customers at the counter needs someone there in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9263",
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  {
    "taskId": "uk-7123-T-09345",
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Handling food safely is done with hands in a real place, so software cannot take it on.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:29Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-7123",
    "occupationId": null
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  {
    "taskId": "uk-7123-T-11927",
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    "d": [
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      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Servicing a vehicle and its equipment is done with spanners in hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8239",
    "occupationId": null
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  {
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      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Setting out the display means physically arranging stock on the van or stall.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7123",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Drafts come easily, but a strategy that fits this business needs commercial judgement.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-3556",
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  {
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping the work area tidy is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
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  {
    "taskId": "uk-7123-T-18597",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Going through customer and drop lists is desk work on data that software already sorts well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7123",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Restocking food and drink means physically loading it.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-7123",
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    "rationale": "Readings must be taken physically from the food, though the record itself is routine paperwork.",
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    "modelId": "claude-opus-5",
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      3
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    "rationale": "Preparing and cooking food to a high standard is skilled hands-on work at the stove.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
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  {
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      3
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    "rationale": "Handling cash needs someone at the till, though card and self-service payment already cover much of it.",
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    "modelId": "claude-opus-5",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Card readers handle the mechanics, but a market stall takes payment from a customer standing in front of you.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:29Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-7124",
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  {
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      2
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    "unstable": false,
    "rationale": "Selling from a stall is face-to-face patter with people walking past.",
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    "modelId": "claude-opus-5",
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  {
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      3
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    "rationale": "Serving customers on the shop floor means being there with them.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-7132",
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  {
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      1
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    "rationale": "Putting up a stall is lifting and building it by hand.",
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    "modelId": "claude-opus-5",
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      3,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Showing someone how a product works in front of them is physical demonstration.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7124",
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  {
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      3
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    "unstable": false,
    "rationale": "Product and price explanations are documented and already handled well by automated help.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
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    "unstable": false,
    "rationale": "Packing away a stall is manual work at the end of the day.",
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    "modelId": "claude-opus-5",
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      1
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    "rationale": "Setting out stock on a table is straightforward physical work someone has to do.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:55:12.172Z",
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      1
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    "rationale": "Loading a cart with stock is carrying and arranging goods by hand.",
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    "modelId": "claude-opus-5",
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      3
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    "rationale": "Deciding when to reorder stock follows sales patterns software forecasts well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
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    "scoredUnderOccupationId": "uk-soc-4131",
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    "rationale": "Handing leaflets to passers-by is done standing in the street.",
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    "rationale": "Logging purchases from receipts is bookkeeping, which accounting software already does with light checking.",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-7124",
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    "rationale": "Unloading a van is lifting and carrying.",
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      3
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    "rationale": "Style guidance and mood boards can be generated quickly, but a stylist still judges what actually works.",
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    "rationale": "Sourcing and requesting samples is largely messaging and admin, but the pieces still have to be collected and handled.",
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    "rationale": "AI suggests colours, patterns and styles well, but developing real materials needs samples and testing.",
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    "rationale": "Product knowledge is easy to look up, but the advice is given in person as the customer browses.",
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    "rationale": "Outreach can be drafted, but press and client relationships are built by the designer personally.",
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    "rationale": "Preparing and presenting garments means handling the actual stock.",
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    "rationale": "Searching suppliers, comparing options and placing orders is largely online work already.",
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    "rationale": "Building a costume is cutting, sewing and fitting real fabric.",
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    "rationale": "Helping an actor into a costume needs hands and a person there.",
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    "rationale": "Casting can be shortlisted from portfolios, though seeing and choosing models happens in person.",
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    "rationale": "Customer records and replies are standard admin that software handles well.",
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    "rationale": "Fit is judged on the actual body wearing the garment.",
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    "rationale": "Passing on workflow is mostly messaging, but working through problems with a senior stylist is a live conversation.",
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    "rationale": "Mood boards are curated images, and image tools now assemble convincing ones for the designer to edit.",
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    "rationale": "Demonstrating a product on a customer means being there with the product and the customer.",
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    "rationale": "Costume details are worked out with the production team during rehearsals and fittings.",
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    "rationale": "Altering and repairing costumes is needle-and-thread work.",
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    "rationale": "Keeping up with techniques is reading, which AI can summarise, though the skill is the person's.",
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    "rationale": "Steaming, pinning and fitting garments on set is done by hand.",
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    "rationale": "How a fabric reads under stage lighting has to be seen in the theatre.",
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    "scoredAt": "2026-08-04T17:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-7129-T-21792",
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      89,
      97
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    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Promotional articles and leaflets are exactly the kind of writing software now produces to a publishable standard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7129",
    "occupationId": null
  },
  {
    "taskId": "uk-7129-T-01433",
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      52,
      60
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    "d": [
      3,
      0,
      1,
      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Scheduling deliveries around vehicles, access and safety rules is planning work done at a desk.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7129",
    "occupationId": null
  },
  {
    "taskId": "uk-7129-T-03782",
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      77,
      85
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    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Filling in standard hire contracts from known details is routine document work software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7129",
    "occupationId": null
  },
  {
    "taskId": "uk-7129-T-09414",
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      17,
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      2,
      2,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "The paperwork is easy to automate, but handing over the actual equipment needs someone at the counter.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7129",
    "occupationId": null
  },
  {
    "taskId": "uk-7129-T-02633",
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      3,
      0,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking that equipment is safe for a site means physically going and looking at it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7129",
    "occupationId": null
  },
  {
    "taskId": "uk-7129-T-04724",
    "score": 64,
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      60,
      68
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      0,
      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Passing on delivery locations, timings and restrictions is routine coordination that systems already do well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7129",
    "occupationId": null
  },
  {
    "taskId": "uk-7129-T-07260",
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      33,
      47
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    "d": [
      2,
      0,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Working out what a customer really needs for a job depends on a back-and-forth conversation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7129",
    "occupationId": null
  },
  {
    "taskId": "uk-7129-T-08948",
    "score": 75,
    "band": "high",
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      71,
      79
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    "d": [
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      0,
      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Following set insurance and damage procedures is rule-following paperwork that software handles reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7129",
    "occupationId": null
  },
  {
    "taskId": "uk-7129-T-11144",
    "score": 69,
    "band": "high",
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      65,
      73
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    "d": [
      4,
      1,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping a list of what is out on hire is routine record-keeping, though items change hands in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7129",
    "occupationId": null
  },
  {
    "taskId": "uk-7129-T-13792",
    "score": 15,
    "band": "minimal",
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      22
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      1,
      2,
      1,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Someone has to be present to see the customer sign and to check their licence is genuine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7129",
    "occupationId": null
  },
  {
    "taskId": "uk-7129-T-16141",
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      62,
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      3,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Processing hire orders against legal and safety checklists is structured paperwork software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7129",
    "occupationId": null
  },
  {
    "taskId": "uk-7129-T-16556",
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      0,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Product knowledge is well documented and easy to generate, but customers still weigh advice by the person giving it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:29Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-7129",
    "occupationId": null
  },
  {
    "taskId": "uk-7129-T-20315",
    "score": 64,
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      60,
      68
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      0,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Taking orders over the phone is routine and increasingly handled by ordering systems.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7129",
    "occupationId": null
  },
  {
    "taskId": "uk-7129-T-05355",
    "score": 57,
    "band": "partial",
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      50,
      64
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      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Sourcing kit from other hire firms follows set procedures, though who to ring is often local knowledge.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7129",
    "occupationId": null
  },
  {
    "taskId": "uk-7129-T-10297",
    "score": 8,
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      4,
      12
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    "d": [
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      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking equipment condition means putting hands on it and looking at it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7129",
    "occupationId": null
  },
  {
    "taskId": "uk-7129-T-12039",
    "score": 93,
    "band": "very high",
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      89,
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    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping purchase and sales records is routine bookkeeping that software already does end to end.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7129",
    "occupationId": null
  },
  {
    "taskId": "uk-7129-T-16111",
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    "d": [
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      1,
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      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Damage agreements and notifications are standard forms that can be filled in automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7129",
    "occupationId": null
  },
  {
    "taskId": "uk-7129-T-16479",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Giving callers accurate information is answerable from records, which AI can search instantly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4215",
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  {
    "taskId": "uk-7129-T-17087",
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    "d": [
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Payment systems handle the money, but taking payment at a counter needs someone standing there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7129",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Working out what an item needs means looking at it and handling it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7129",
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      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Usage and care instructions are published in manuals, so clear explanations are easy to produce.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7111",
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  {
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Online booking systems already take rental, repair and cleaning orders, though counter customers hand items and details over in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
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    "occupationId": null
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      1,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Handing equipment out to players is physical work at the point of use.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7129",
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  {
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    "d": [
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Attaching a tag to an item is a purely physical job.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7129",
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  {
    "taskId": "uk-7129-T-05157",
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      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Putting together a tailored energy package from customer usage data is largely calculation and document work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7129",
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  {
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      3
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    "unstable": false,
    "rationale": "Explanatory material is easy to produce, but customers making a big purchase want to talk to someone.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7129",
    "occupationId": null
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  {
    "taskId": "uk-7129-T-08595",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Explaining is easy to automate; showing the kit working in front of a client is not.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7129",
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  {
    "taskId": "uk-7129-T-01664",
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    "d": [
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      1,
      0,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Aerial imagery and modelling do part of the survey, but the decisive checks still need someone on the roof.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:29Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-7129",
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  {
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    "d": [
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Working out solar potential from climate, shading and roof angles is calculation software already does.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7129",
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  {
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    "d": [
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      1,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Solar proposals follow a standard shape, though a qualified installer still signs off the technical detail.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7129",
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  {
    "taskId": "uk-7129-T-09083",
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      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Structured questions gather most of it, but customers open up more with a person they trust.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
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    "occupationId": null
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The information is published and easy to assemble, but talking to customers about credit is regulated work in Britain.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:29Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-7129",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Drawings can be generated, but certified installer schemes expect a qualified person behind the design.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7129",
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  {
    "taskId": "uk-7129-T-15765",
    "score": 83,
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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    "modelId": "claude-opus-5",
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  {
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    "rationale": "Most after-sales queries follow familiar patterns software answers well, though some customers still want a person to reassure them.",
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    "modelId": "claude-opus-5",
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    "rationale": "Sales plans for new markets can be drafted from research, though the commercial calls still need reworking by a person.",
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    "modelId": "claude-opus-5",
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    "rationale": "Parts and fitment data are fully catalogued, so matching accessories to a vehicle is straightforward.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Answering customer questions from known information is something software already does at speed and scale.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7219",
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  {
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    "confidence": "medium",
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    "rationale": "Guides and videos help, but showing someone safe operation usually means being there with the equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:29Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-7129",
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  {
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    "confidence": "medium",
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    "rationale": "Payment collection is largely automated, though this kind of selling still involves taking money from customers face to face.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  },
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    "confidence": "high",
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    "rationale": "Picking goods off a shelf and getting them to the customer is physical work.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  },
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    "rationale": "Taking a payment through to settlement is what payment systems are built to do, with occasional in-person handling.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  },
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    "rationale": "Updating customer records is routine data work that systems handle automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7129",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Checking forms for completeness and accuracy is exactly the kind of checking software does tirelessly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:29Z",
    "keyingScheme": "text+occupation",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Rental bookings are already largely taken by online systems without anyone in the middle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7129",
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  {
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    "rationale": "Price and availability questions are answered straight from the booking system.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7129",
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  {
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      3
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    "confidence": "high",
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    "rationale": "Quotes are calculated from a rate card and equipment list, which is straightforward automation.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7129",
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  {
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    "confidence": "high",
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    "rationale": "Keeping hire records current is routine data entry that systems do continuously.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      2
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    "confidence": "medium",
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    "rationale": "Buying at auctions and markets means being there to see the goods and bid.",
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    "scoredAt": "2026-08-04T20:08:06.879Z",
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    "rationale": "Choosing what to buy for resale is analysis of sales data, though suppliers are often met in person.",
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    "keyingScheme": "text-only",
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    "rationale": "Antique deals turn on judging the piece in front of you and the person selling it.",
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    "rationale": "Selling from a stall means standing at it and talking to people who stop.",
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    "rationale": "Online buying and selling is screen work, listings and pricing that software already helps run.",
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    "rationale": "Contract wording drafts well, but art and antique deals are agreed between people who know each other.",
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    "rationale": "Authenticating a piece depends on handling it and spotting things only experience notices.",
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    "rationale": "Most approvals follow set rules a system can apply, but the owner signs off and handles goods brought back.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "rationale": "Customer needs are written up easily, but they emerge through conversation with several groups.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Checking that delivered products match the specification means physically examining them.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Restoring an antique is skilled hands-on work with the object.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
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    "rationale": "Working out mark-ups and mark-downs from sales data is a pricing calculation software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Passing on prices for tag printing is simple information already held in the till system.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Shop credit terms are standard wording, though trade customers expect the owner to talk them through it.",
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    "rationale": "Meeting prospects at clubs and trade groups is about turning up and being known.",
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    "rationale": "Pulling receipts into an expense report is routine bookkeeping software work, with the owner confirming the totals.",
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    "rationale": "Passing orders to suppliers or distributors is data transfer that ordering systems already automate.",
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Counting stock on shelves is done by walking the shop with a scanner.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7111",
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  },
  {
    "taskId": "uk-7131-T-09136",
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      3
    ],
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    "rationale": "Pulling stock figures into a report is exactly what till and stock systems already do automatically.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7132",
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  },
  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Reordering when stock hits a set level is a simple rule that systems already run on their own.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7132",
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  },
  {
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      1
    ],
    "confidence": "high",
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    "rationale": "Cleaning and tidying shelves is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  },
  {
    "taskId": "uk-7131-T-08503",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reorder levels can be calculated, but looking over the merchandise means being there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3556",
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  },
  {
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Some service quality shows up in data, but much of it is seen by walking the floor.",
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  },
  {
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      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Typing orders into the sales system is routine keying that software already does straight from emails or order forms.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reconciling takings is routine software work, but a shopkeeper also has to be on the floor watching stock move.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:29Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-7131",
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  },
  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Comparing wording against product facts is a checking job software does well, though labels sometimes have to be seen in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:29Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-7131",
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  },
  {
    "taskId": "uk-7131-T-07068",
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      3,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Directing staff day to day depends on the manager's standing with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3556",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Setting prices from cost and margin figures is calculation and analysis software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7132",
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  },
  {
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      0,
      3
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    "confidence": "high",
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    "rationale": "Tracking requisitions is record-keeping that purchasing systems already do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7132",
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  {
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      3
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    "confidence": "medium",
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    "rationale": "Building a rota is a scheduling problem software solves, given the team's constraints.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1131",
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  },
  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Entering purchases into the finance system is routine data work software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  },
  {
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      3
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    "confidence": "medium",
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    "rationale": "Task lists and checks can be automated, but day-to-day supervision means being with the team.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
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  },
  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Forecasting demand from past sales is a task computers already do better than most people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7132",
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  },
  {
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    "rationale": "Software can write the procedure, but getting a team to actually follow it takes a manager.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7132",
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  },
  {
    "taskId": "uk-7131-T-17164",
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "A draft recommendation is easy; the judgement depends on knowing the person, which is not recorded anywhere.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:29Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-7131",
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  {
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      3
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    "confidence": "high",
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    "rationale": "Turning sales records into a finance report is straightforward work software already automates.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7132",
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  },
  {
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      3
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    "rationale": "Training shop staff is mostly done alongside them, though written and online material covers the basics.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Sound cash and credit rules are well documented, so a solid draft is easy; the owner tailors it to the shop.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:29Z",
    "keyingScheme": "text+occupation",
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    "rationale": "Goals can be drafted automatically, but agreeing them with senior colleagues is a discussion between people.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
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    "confidence": "medium",
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    "rationale": "Plans draft easily, but coordinating a live campaign means working with several teams.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3556",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Budget preparation from known figures is routine numerical work.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3556",
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      2
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    "confidence": "medium",
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    "rationale": "Winning support from company officials depends on relationships.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3556",
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  {
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    "confidence": "medium",
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    "rationale": "Checklists and records can be produced automatically, but spotting and stopping unsafe practice needs someone on the shop floor.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "confidence": "medium",
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    "rationale": "Trade credit limits follow scoring rules software applies well, with the owner confirming the final figure.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:29Z",
    "keyingScheme": "text+occupation",
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    "rationale": "Display concepts and advert copy draft well, though the case still has to be dressed by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:08:06.879Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7131",
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  {
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    "confidence": "medium",
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    "rationale": "Complaint replies draft easily, but an unhappy customer over an expensive purchase wants a person.",
    "promptVersion": "task_scoring_v1.0",
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    "scoredAt": "2026-08-04T20:08:06.879Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7131",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Allocating work against skills and capacity is scheduling that software handles well, though people need to accept it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1137",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Judging demand from sales data is analysis software already does, though buying trips still happen.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:08:06.879Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7131",
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  {
    "taskId": "uk-7131-T-01321",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Matching invoices to orders is automated; the owner still approves the payment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:29Z",
    "keyingScheme": "text+occupation",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Terms can be modelled, but margin comes from a negotiation between two people who deal regularly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:08:06.879Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7131",
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  {
    "taskId": "uk-7131-T-01402",
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    "d": [
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      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Booking and confirming customer meetings is routine scheduling and outreach.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1137",
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  },
  {
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    "modelId": "claude-opus-5",
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  },
  {
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      3
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    "modelId": "claude-opus-5",
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  {
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    "modelId": "claude-opus-5",
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  {
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7132",
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  },
  {
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
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  {
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      3,
      2
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    "rationale": "Getting a team to perform depends on a manager they know and see every day.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7132",
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  },
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      3
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7132",
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  {
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    "rationale": "Directing staff day to day depends on the manager's standing with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3556",
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  {
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1150",
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  },
  {
    "taskId": "uk-7132-T-09209",
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      2,
      2
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7111",
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  },
  {
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    "rationale": "A team is motivated by a manager they know and see, not by software.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1150",
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  {
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    "rationale": "Motivating a sales team depends on trust built with those people.",
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    "modelId": "claude-opus-5",
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  {
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3
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    "rationale": "Unhappy customers in a shop are usually dealt with in person, though systems can suggest a fair resolution.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  },
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      3
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
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  },
  {
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      3
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    "rationale": "Sales analysis and the recommendations that follow are data work software does quickly and well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1150",
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    "modelId": "claude-opus-5",
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  {
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      3
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    "rationale": "Software writes decent advert copy, but building the display in the shop is manual.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Pulling stock figures into a report is exactly what till and stock systems already do automatically.",
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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      3
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    "rationale": "Planning can be drafted with software; leading people towards the plan cannot.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Stock figures can be managed on screen, but merchandising means moving goods around the shop.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Building a rota is a scheduling problem software solves, given the team's constraints.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Reordering when stock hits a set level is a simple rule that systems already run on their own.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Reconciliation is routine software work, but supervising stock and takings happens on the shop floor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Comparing competitor and market data to spot sales opportunities is desk research software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7132",
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    "rationale": "Authorising a refund is a judgement someone at the till usually has to make and own.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7132",
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    "rationale": "Planning who does what by when, within time and budget, is scheduling work software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7132",
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    "rationale": "Drafts come easily, but a strategy that fits this business needs commercial judgement.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Forecasting demand from past sales is a task computers already do better than most people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "modelId": "claude-opus-5",
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  },
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    "taskId": "uk-7132-T-11607",
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      4,
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      2
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    "modelId": "claude-opus-5",
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  },
  {
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      3
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    "rationale": "Hitting a sales target depends on what the team and customers actually do, not on producing a document.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7132",
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  },
  {
    "taskId": "uk-7132-T-13484",
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      3
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    "confidence": "high",
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    "rationale": "Stock systems already flag problems automatically, leaving the manager to act on the exceptions.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1150",
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  },
  {
    "taskId": "uk-7132-T-15045",
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      42,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Plans draft easily, but coordinating a live campaign means working with several teams.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
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    "scoredUnderOccupationId": "uk-soc-3556",
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  {
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    "rationale": "A draft is easy, but the judgement rests on knowing the individual and their record, which is not written down.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:29Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-7132",
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  {
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      3
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    "confidence": "high",
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    "rationale": "Turning sales records into a finance report is straightforward work software already automates.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7132",
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  },
  {
    "taskId": "uk-7132-T-20701",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Training shop staff is mostly done alongside them, though written and online material covers the basics.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7132",
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  {
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      3
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    "confidence": "medium",
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    "rationale": "Budgets and plans are paperwork, but running a team still rests on the manager.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1150",
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  {
    "taskId": "uk-7132-T-05204",
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      3
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    "unstable": false,
    "rationale": "Cash and credit rules follow well-known templates that software can draft for a manager to approve.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7132",
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  {
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      2
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    "rationale": "Winning support from company officials depends on relationships.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3556",
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  },
  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Setting prices from cost and margin figures is calculation and analysis software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7132",
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  },
  {
    "taskId": "uk-7132-T-09841",
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      3
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    "confidence": "medium",
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    "rationale": "Drafting helps a lot, though keeping people genuinely engaged depends on the person doing it.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-4122",
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  {
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    "rationale": "Software can write the procedure, but getting a team to actually follow it takes a manager.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7132",
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  {
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      4
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    "confidence": "medium",
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    "rationale": "Tracking competitors and market news uses public information software gathers and summarises well.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1150",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Recording hours and building rotas is largely handled by scheduling software already.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7132",
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    "confidence": "medium",
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    "rationale": "Spotting unsafe practice usually means watching what people do in the shop, not reading a report.",
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    "confidence": "medium",
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    "rationale": "Reviewing how technology is used and suggesting improvements is desk-based analysis.",
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    "modelId": "claude-opus-5",
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      3
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    "rationale": "Budget preparation from known figures is routine numerical work.",
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    "rationale": "Culture is set by how a manager behaves with people day to day.",
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      3
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    "rationale": "Credit limits follow scoring rules software already applies, with a supervisor confirming the figure before it goes live.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:29Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-7132",
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      3
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    "rationale": "Checking that labels and adverts match the product is document comparison software does reliably.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Tracking requisitions is record-keeping that purchasing systems already do.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3
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    "rationale": "Typing orders into the sales system is routine keying that software already does straight from emails or order forms.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3552",
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      1
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    "confidence": "high",
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    "rationale": "Cleaning and tidying shelves is physical work.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-7111",
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      3
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    "rationale": "Entering purchases into the finance system is routine data work software handles well.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-7132",
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    "rationale": "Answering routine phone enquiries about opening times, menus and directions is well handled by automated systems.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-9264",
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    "rationale": "Answering customer questions from known information is something software already does at speed and scale.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7219",
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    "rationale": "Software can adjust tone and wording, but managing expectations works because a person is listening and responding.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Placing orders and reading back account details is exactly the kind of contact-centre work software already completes.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:40:00.000Z",
    "keyingScheme": "text-only",
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      2
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    "unstable": false,
    "rationale": "Written and digital contact can be automated, but the face-to-face part depends on the person handling it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:29Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-7211",
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      3
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    "rationale": "Typing and updating customer details in a system is routine data entry that software already does reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:05:04.766Z",
    "keyingScheme": "text-only",
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    "rationale": "These are live calls where the response depends on the person making them.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
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    "rationale": "Good service here comes from reading the customer standing in front of you.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9223",
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      3
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  },
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    "keyingScheme": "text-only",
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      3
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    "rationale": "Reviewing call and chat records against quality standards is analysis that tools do quickly and consistently.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7211",
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  {
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      3
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    "confidence": "high",
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    "rationale": "Checking that a change actually went through means comparing records, which software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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    "unstable": false,
    "rationale": "Regulated advice can be drafted from the rulebook, but a responsible person normally has to give it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7211",
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  },
  {
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      1,
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    "confidence": "high",
    "unstable": false,
    "rationale": "Written chat enquiries are exactly what current chat tools handle at or above normal standard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7211",
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    "unstable": false,
    "rationale": "Refund decisions follow written policy and system records, though sign-off usually stays with a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7211",
    "occupationId": null
  },
  {
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      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Sorting and prioritising a work queue against deadlines is scheduling work that software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7211",
    "occupationId": null
  },
  {
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    "rationale": "Product answers can be produced from documentation, but customers often want a knowledgeable person on the line.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7211",
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  {
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    "rationale": "Answering common public questions is documented work already handled by automated services.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4159",
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  {
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    "rationale": "Building rapport with a customer happens face to face in the moment.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9223",
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  {
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      3
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    "rationale": "Setting up billing follows fixed rules in a system, which software handles reliably.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7211",
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  {
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    "confidence": "medium",
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    "rationale": "Over the phone this is card details typed into a system, which automated payment lines already handle end to end.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:29Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-7211",
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  },
  {
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      2
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    "rationale": "Showing what the brand stands for happens through how staff behave with customers in person.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1150",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Keying a change of address into a system is straightforward data entry.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:05:04.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7211",
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  {
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      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Looking up a claim's status and explaining it in plain words is well within what current tools do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7211",
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      3
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    "unstable": false,
    "rationale": "Update messages can be written automatically, but keeping a wronged customer onside often needs a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7211",
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      4
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    "unstable": false,
    "rationale": "Reading an emailed order and entering it into the system is exactly the sort of task software automates.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7111",
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      3
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    "confidence": "high",
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    "rationale": "Writing up what a customer said into the database is note-taking that tools do accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7211",
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      3
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    "rationale": "Judging whether a complaint stands up means checking records against policy, which software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Some of this is screen work, but much of it means operating tills and scanners in the shop.",
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    "modelId": "claude-opus-5",
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      4
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    "rationale": "Common computer problems are extremely well documented, so tools give good step-by-step help.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7211",
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    "rationale": "Filling in contract forms from held details is template work software already completes accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3
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    "rationale": "Working out charges from a price list is straightforward calculation software handles reliably.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:29Z",
    "keyingScheme": "text+occupation",
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    "rationale": "Spotting patterns behind a spike in complaints, such as bad weather, is data analysis tools handle well.",
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    "modelId": "claude-opus-5",
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    "rationale": "Raising a cancellation order in a system follows fixed steps that software can carry out.",
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    "confidence": "high",
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    "rationale": "Producing a credit invoice from returns data is routine calculation and paperwork.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-7211",
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    "rationale": "Calls can be handled automatically, but greeting visitors who walk in cannot.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-4215",
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    "rationale": "Routing internal and external calls is what automated switchboards already do in most organisations.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Giving callers accurate information is answerable from records, which AI can search instantly.",
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    "rationale": "Routing calls to the right person is already handled automatically in most phone systems.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Answering simple questions from reference files is straightforward lookup that software does instantly and accurately.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:54.124Z",
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    "rationale": "Looking up a directory to answer a caller is exactly the kind of search software does best.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      2
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    "rationale": "Helping someone in distress or unable to dial depends on reading the person and reassuring them live.",
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  {
    "taskId": "uk-7212-T-14140",
    "score": 69,
    "band": "high",
    "range": [
      65,
      73
    ],
    "d": [
      4,
      0,
      1,
      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Connecting the various call types is largely automatic now, though emergency handling follows strict protocol.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7212",
    "occupationId": null
  },
  {
    "taskId": "uk-7212-T-21662",
    "score": 4,
    "band": "minimal",
    "range": [
      0,
      11
    ],
    "d": [
      1,
      3,
      0,
      2,
      1
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Working with front of house happens at the venue on show nights, alongside the people there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3416",
    "occupationId": null
  },
  {
    "taskId": "uk-7212-T-02553",
    "score": 79,
    "band": "high",
    "range": [
      75,
      83
    ],
    "d": [
      4,
      0,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Taking orders, booking rooms and arranging appointments is routine admin already handled by booking systems.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7212",
    "occupationId": null
  },
  {
    "taskId": "uk-7212-T-12284",
    "score": 79,
    "band": "high",
    "range": [
      75,
      83
    ],
    "d": [
      4,
      0,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Placing calls on instruction is a mechanical step that dialling systems already perform.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7212",
    "occupationId": null
  },
  {
    "taskId": "uk-7212-T-13421",
    "score": 69,
    "band": "high",
    "range": [
      62,
      76
    ],
    "d": [
      4,
      1,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Watching lights and pressing keys to connect calls is automated in software switchboards, though old consoles are physical.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7212",
    "occupationId": null
  },
  {
    "taskId": "uk-7212-T-14027",
    "score": 59,
    "band": "partial",
    "range": [
      52,
      66
    ],
    "d": [
      4,
      1,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Intercom calls are simple to route automatically, though the system serves one particular site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7212",
    "occupationId": null
  },
  {
    "taskId": "uk-7212-T-17256",
    "score": 93,
    "band": "very high",
    "range": [
      89,
      97
    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Logging calls and charges to the database is data entry that phone systems already capture on their own.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7212",
    "occupationId": null
  },
  {
    "taskId": "uk-7212-T-21048",
    "score": 93,
    "band": "very high",
    "range": [
      89,
      97
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    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping directory entries current is routine data maintenance that software handles reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-7212-T-01890",
    "score": 64,
    "band": "high",
    "range": [
      60,
      68
    ],
    "d": [
      3,
      0,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Unusual billing requests follow documented rules, so software can draft the answer, though odd cases need a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7212",
    "occupationId": null
  },
  {
    "taskId": "uk-7212-T-12186",
    "score": 59,
    "band": "partial",
    "range": [
      52,
      66
    ],
    "d": [
      4,
      1,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Automated voice announcements are already common on stations and trains, so writing and reading them out is easily replaced.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6214",
    "occupationId": null
  },
  {
    "taskId": "uk-7212-T-13204",
    "score": 57,
    "band": "partial",
    "range": [
      50,
      64
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    "d": [
      3,
      0,
      0,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Reverse-charge calls are handled automatically; the operator only steps in when a caller is struggling.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7212",
    "occupationId": null
  },
  {
    "taskId": "uk-7212-T-13936",
    "score": 64,
    "band": "high",
    "range": [
      57,
      71
    ],
    "d": [
      3,
      0,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Paging is easy to automate, but deciding who to bleep and how urgently still takes judgement.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7212",
    "occupationId": null
  },
  {
    "taskId": "uk-7212-T-14163",
    "score": 7,
    "band": "minimal",
    "range": [
      3,
      11
    ],
    "d": [
      1,
      3,
      0,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Radio calls happen while driving round the site, so they belong to the person on the truck.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8222",
    "occupationId": null
  },
  {
    "taskId": "uk-7212-T-17263",
    "score": 93,
    "band": "very high",
    "range": [
      89,
      97
    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Recording toll charges in the database is data entry that billing systems already do automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7212",
    "occupationId": null
  },
  {
    "taskId": "uk-7212-T-20919",
    "score": 83,
    "band": "very high",
    "range": [
      79,
      87
    ],
    "d": [
      3,
      0,
      0,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Typing and checking documents for errors is exactly what everyday writing software already does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
    "occupationId": null
  },
  {
    "taskId": "uk-7212-T-21088",
    "score": 93,
    "band": "very high",
    "range": [
      89,
      97
    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Updating directory entries with data-entry tools is routine keying that software does faster and more accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7212",
    "occupationId": null
  },
  {
    "taskId": "uk-7212-T-04974",
    "score": 35,
    "band": "low",
    "range": [
      28,
      42
    ],
    "d": [
      2,
      0,
      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Switchboard relaying can be automated, but live coordination during an emergency runs on trusting the person on the line.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:29Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-7212",
    "occupationId": null
  },
  {
    "taskId": "uk-7212-T-12660",
    "score": 10,
    "band": "minimal",
    "range": [
      6,
      14
    ],
    "d": [
      1,
      3,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Post has to be physically sorted, carried and dispatched.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4159",
    "occupationId": null
  },
  {
    "taskId": "uk-7212-T-14794",
    "score": 41,
    "band": "partial",
    "range": [
      34,
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    ],
    "d": [
      3,
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      0,
      0,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Typing and proofreading are almost entirely automated now, though sorting the physical post still needs someone at the pigeonholes.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4135",
    "occupationId": null
  },
  {
    "taskId": "uk-7212-T-17956",
    "score": 69,
    "band": "high",
    "range": [
      62,
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    "d": [
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      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Writing up and passing on a fault report is quick document work, though someone must first notice the fault.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1254",
    "occupationId": null
  },
  {
    "taskId": "uk-7212-T-16125",
    "score": 69,
    "band": "high",
    "range": [
      65,
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    "d": [
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Sorting correspondence and keeping files in order is routine office work, largely digital.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4121",
    "occupationId": null
  },
  {
    "taskId": "uk-7213-T-01512",
    "score": 48,
    "band": "partial",
    "range": [
      41,
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    "d": [
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      2,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Weather data and its flight implications are well documented, though safety-critical briefings stay with a responsible person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7213",
    "occupationId": null
  },
  {
    "taskId": "uk-7213-T-03842",
    "score": 69,
    "band": "high",
    "range": [
      65,
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    "d": [
      4,
      0,
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      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Flight plan paperwork is highly structured form-filling that software completes accurately.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7213",
    "occupationId": null
  },
  {
    "taskId": "uk-7213-T-00674",
    "score": 49,
    "band": "partial",
    "range": [
      42,
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Raising an alert against set criteria is easy to automate, though the operator sits in the airport operations room and answers for the call.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:29Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-7213",
    "occupationId": null
  },
  {
    "taskId": "uk-7213-T-01513",
    "score": 69,
    "band": "high",
    "range": [
      62,
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    "d": [
      4,
      0,
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Comparing aircraft status against written specifications is a documented checking job software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7213",
    "occupationId": null
  },
  {
    "taskId": "uk-7213-T-03443",
    "score": 81,
    "band": "very high",
    "range": [
      77,
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    "d": [
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Gathering and organising operational data is routine information work software handles quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7213",
    "occupationId": null
  },
  {
    "taskId": "uk-7213-T-04703",
    "score": 56,
    "band": "partial",
    "range": [
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Managing message flow is largely queueing and routing, which software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7213",
    "occupationId": null
  },
  {
    "taskId": "uk-7213-T-04820",
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    "band": "low",
    "range": [
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    "d": [
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      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Coordinating live aircraft movements happens over radio between people who need to understand each other instantly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7213",
    "occupationId": null
  },
  {
    "taskId": "uk-7213-T-07627",
    "score": 30,
    "band": "low",
    "range": [
      23,
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    "d": [
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      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Written messages are easy to draft, but choosing the right approach with colleagues relies on reading people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:16:42.361Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4159",
    "occupationId": null
  },
  {
    "taskId": "uk-7213-T-07849",
    "score": 25,
    "band": "low",
    "range": [
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The rules are published and checks can be drafted automatically, but keeping an airfield compliant means being there to see it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:29Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-7213",
    "occupationId": null
  },
  {
    "taskId": "uk-7213-T-10150",
    "score": 13,
    "band": "minimal",
    "range": [
      6,
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    "d": [
      1,
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      1,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Acting in a live flight emergency is a judgement the rules place with an accountable, qualified person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7213",
    "occupationId": null
  },
  {
    "taskId": "uk-7213-T-11544",
    "score": 88,
    "band": "very high",
    "range": [
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    ],
    "d": [
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      1,
      0,
      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Logging arrivals and departures is straightforward record-keeping that systems already capture automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7213",
    "occupationId": null
  },
  {
    "taskId": "uk-7213-T-11997",
    "score": 16,
    "band": "minimal",
    "range": [
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    "d": [
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      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Holding radio and radar contact with aircraft is a licensed operational role, not a document to produce.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7213",
    "occupationId": null
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  {
    "taskId": "uk-7213-T-13469",
    "score": 6,
    "band": "minimal",
    "range": [
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    "d": [
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Watching aircraft and vehicles move on the apron depends on eyes on the airfield.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  },
  {
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      4
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    "confidence": "high",
    "unstable": false,
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    "modelId": "claude-opus-5",
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  {
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      3
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    "rationale": "Passing on status information in a set format is routine relaying that software does reliably.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      2
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    "unstable": false,
    "rationale": "Overseeing loading happens out on the apron with the equipment and the crew present.",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Operating landing aids and airfield equipment is hands-on, licensed work at the airfield.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7213",
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  {
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    "rationale": "Forecasting equipment needs from flight schedules is planning work software supports well, though local knowledge matters.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      2
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    "unstable": false,
    "rationale": "Software can lay out the options, but deciding what an airfield actually needs relies on local operational knowledge.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7213",
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  {
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Telling people when flights land and leave is standard information sharing that systems already push out.",
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    "modelId": "claude-opus-5",
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  {
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    "rationale": "Keeping people and property safe airside means being physically present and watching.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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    "rationale": "Schedule changes follow documented procedures, but agreeing them live with air traffic control still runs through people.",
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    "keyingScheme": "text+occupation",
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  {
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    "rationale": "Software can write the briefing, but standing up and delivering it to stakeholders is still a person's job.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:25:34.214Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2439",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Rules are documented, but confirming an aircraft complies is a responsibility placed on a qualified person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7213",
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Entering and pulling together operational data is exactly the sort of work systems already do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7213",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The picture comes from digital feeds, but keeping it accurate is a licensed safety responsibility.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Handling aircraft on approach is legally an act of a licensed air traffic controller.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3
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    "confidence": "high",
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    "rationale": "Sorting and prioritising a work queue against deadlines is scheduling work that software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:05:04.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7211",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Collecting and writing up flight safety information is document work software produces well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
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      3
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    "confidence": "high",
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    "rationale": "Taking weather and flight plan data and posting it correctly is structured data handling software does reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:35:34.990Z",
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    "rationale": "Answering enquiries with the right information suits software well, with a person handling the trickier ones.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Marshalling aircraft means standing on the apron giving hand signals.",
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    "modelId": "claude-opus-5",
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    "unstable": false,
    "rationale": "Writing up what happened is easy; deciding and taking action during a live incident is not.",
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    "rationale": "Using aviation systems for everyday tasks is documented software work, though some steps happen out on the airfield.",
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    "modelId": "claude-opus-5",
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    "rationale": "Keeping an airfield running means inspections and decisions made out on the airfield itself.",
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    "rationale": "A physical inspection of a property has to be walked in person.",
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    "modelId": "claude-opus-5",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Clearing snow needs people and machines out on the runway; only the planning happens at a desk.",
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    "rationale": "Coordinating with teams working around aircraft happens face to face and on the move.",
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    "unstable": false,
    "rationale": "AI can find and summarise material, but the learning itself is something the teacher has to do.",
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    "modelId": "claude-opus-5",
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    "rationale": "Airfield security depends on people physically patrolling and checking.",
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    "rationale": "Notices to airmen are structured published text software reads well, though acting on them is a safety responsibility.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
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    "rationale": "Flight movement records are structured data that systems keep more reliably than people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Systems can flag departures from procedure, but judging whether a practice is safe still rests with operations staff.",
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    "rationale": "Scheduling is a well-understood planning problem software solves well, though it is agreed with colleagues on site.",
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    "rationale": "Recording times, distances and fuel in a log is basic data capture.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "unstable": false,
    "rationale": "Checking documentation against compliance rules is exactly the sort of review software does thoroughly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Updating status displays is routine data work, though some boards still sit in the tower.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7213",
    "occupationId": null
  },
  {
    "taskId": "uk-7213-T-21656",
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      6,
      20
    ],
    "d": [
      1,
      1,
      0,
      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Working well across teams depends on relationships built between particular people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7213",
    "occupationId": null
  },
  {
    "taskId": "uk-7213-T-04362",
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      13,
      27
    ],
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      2,
      2,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Materials can be drafted easily, but running the session and answering staff in the room is done in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6136",
    "occupationId": null
  },
  {
    "taskId": "uk-7213-T-04960",
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    "band": "high",
    "range": [
      60,
      68
    ],
    "d": [
      3,
      0,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Booking crew hotels and catering with suppliers is routine coordination that software already handles end to end.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-7213-T-07630",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Dealing with dangerous goods in an emergency is hands-on work in protective equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6213",
    "occupationId": null
  },
  {
    "taskId": "uk-7213-T-08787",
    "score": 81,
    "band": "very high",
    "range": [
      77,
      85
    ],
    "d": [
      4,
      0,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Filing standard documentation is routine record-keeping software handles.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7213",
    "occupationId": null
  },
  {
    "taskId": "uk-7213-T-01055",
    "score": 30,
    "band": "low",
    "range": [
      23,
      37
    ],
    "d": [
      2,
      0,
      2,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can take details, but a 999 call needs someone who hears distress and judges what is really happening.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7213",
    "occupationId": null
  },
  {
    "taskId": "uk-7213-T-00699",
    "score": 56,
    "band": "partial",
    "range": [
      49,
      63
    ],
    "d": [
      3,
      0,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Choosing the nearest suitable crew is a dispatch calculation software does well, under a controller’s responsibility.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7213",
    "occupationId": null
  },
  {
    "taskId": "uk-7213-T-01784",
    "score": 43,
    "band": "partial",
    "range": [
      36,
      50
    ],
    "d": [
      2,
      0,
      1,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Grading a call against set criteria is partly automatable, but a wrong call during an emergency carries real weight.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:29Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-7213",
    "occupationId": null
  },
  {
    "taskId": "uk-7213-T-09171",
    "score": 20,
    "band": "low",
    "range": [
      16,
      24
    ],
    "d": [
      2,
      0,
      3,
      3,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Talking someone through a life-threatening moment depends on a calm human voice they trust.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7213",
    "occupationId": null
  },
  {
    "taskId": "uk-7213-T-18331",
    "score": 30,
    "band": "low",
    "range": [
      23,
      37
    ],
    "d": [
      2,
      0,
      2,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can log and route, but working out the right response with a caller on the line needs a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7213",
    "occupationId": null
  },
  {
    "taskId": "uk-7213-T-00194",
    "score": 43,
    "band": "partial",
    "range": [
      31,
      55
    ],
    "d": [
      2,
      0,
      2,
      0,
      3
    ],
    "confidence": "low",
    "unstable": false,
    "rationale": "Policies are written down, but following them in the moment is a duty carried by the person on shift.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7213",
    "occupationId": null
  },
  {
    "taskId": "uk-7213-T-01718",
    "score": 35,
    "band": "low",
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      28,
      42
    ],
    "d": [
      2,
      0,
      1,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Done from a control room by phone using set questions, so no clinical registration is needed and software already assists.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:29Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-7213",
    "occupationId": null
  },
  {
    "taskId": "uk-7213-T-04601",
    "score": 69,
    "band": "high",
    "range": [
      65,
      73
    ],
    "d": [
      4,
      0,
      1,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking which units are free is a straightforward system and radio query.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7213",
    "occupationId": null
  },
  {
    "taskId": "uk-7213-T-06098",
    "score": 39,
    "band": "low",
    "range": [
      32,
      46
    ],
    "d": [
      3,
      0,
      2,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Location tools do much of this automatically, though getting the real problem out of a caller needs a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7213",
    "occupationId": null
  },
  {
    "taskId": "uk-7213-T-07316",
    "score": 56,
    "band": "partial",
    "range": [
      49,
      63
    ],
    "d": [
      3,
      0,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Dispatching to set procedures is rule-following work software handles, under a responsible controller.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7213",
    "occupationId": null
  },
  {
    "taskId": "uk-7213-T-11179",
    "score": 11,
    "band": "minimal",
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      7,
      15
    ],
    "d": [
      1,
      0,
      1,
      4,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping a frightened caller calm rests entirely on a human voice on the other end.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7213",
    "occupationId": null
  },
  {
    "taskId": "uk-7213-T-17074",
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      23,
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      0,
      2,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Contacts arrive through systems, but understanding what a caller actually needs still takes a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7213",
    "occupationId": null
  },
  {
    "taskId": "uk-7213-T-17616",
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      29
    ],
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      2,
      2,
      1,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": true,
    "rationale": "Relaying emergency messages is quick communication that depends on being out there with the crews.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:55:12.172Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-7213-T-18360",
    "score": 0,
    "band": "minimal",
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      0,
      4
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    "d": [
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      4,
      1,
      2,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Giving first aid means hands on a person at the scene.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:29Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-7213",
    "occupationId": null
  },
  {
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      0,
      4,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Listening properly and building trust with someone is the work itself, and needs a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7213",
    "occupationId": null
  },
  {
    "taskId": "uk-7213-T-00898",
    "score": 50,
    "band": "partial",
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      0,
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Patterns can be picked out automatically, but the decisive detail is often local knowledge nobody writes down.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:29Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-7213",
    "occupationId": null
  },
  {
    "taskId": "uk-7213-T-04622",
    "score": 69,
    "band": "high",
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    "d": [
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      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Passing essential details to a crew is standard, structured communication.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7213",
    "occupationId": null
  },
  {
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      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Multi-agency coordination in a live incident runs on people talking and agreeing in the moment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7213",
    "occupationId": null
  },
  {
    "taskId": "uk-7213-T-06203",
    "score": 46,
    "band": "partial",
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    "d": [
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      1,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Mapping and phone location data do much of this, though confused callers still need a person to work it out.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7213",
    "occupationId": null
  },
  {
    "taskId": "uk-7213-T-07726",
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    "band": "low",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Learning and developing professionally is something only the person themselves can do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:42:09.184Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3222",
    "occupationId": null
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  {
    "taskId": "uk-7213-T-09813",
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    "band": "very high",
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Capturing and updating incident details in the system is structured data work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7213",
    "occupationId": null
  },
  {
    "taskId": "uk-7213-T-11364",
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    "band": "minimal",
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      0,
      3
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    "confidence": "low",
    "unstable": false,
    "rationale": "Study material is easy to produce, but the certification has to be earned by the person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-7213-T-17257",
    "score": 93,
    "band": "very high",
    "range": [
      89,
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    "d": [
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      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Logging calls, dispatches and messages is automatic in modern control room systems.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:29Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-7213",
    "occupationId": null
  },
  {
    "taskId": "uk-7213-T-18832",
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    "band": "very high",
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      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Reading availability off status screens is a system lookup software does instantly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7213",
    "occupationId": null
  },
  {
    "taskId": "uk-7213-T-21345",
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    "d": [
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      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Grading rules are written down and applied consistently, though the decision sits with the person on duty.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7213",
    "occupationId": null
  },
  {
    "taskId": "uk-7213-T-01328",
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    "band": "very high",
    "range": [
      89,
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    "d": [
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      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Storing and indexing call records for later reference is exactly what recording and search systems do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:29Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-7213",
    "occupationId": null
  },
  {
    "taskId": "uk-7213-T-04974",
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      0,
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Message handling can be automated, but live coordination during an emergency depends on people trusting the voice on the line.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:52:29Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-7213",
    "occupationId": null
  },
  {
    "taskId": "uk-7213-T-09099",
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    "band": "partial",
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      0,
      1,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Structured questioning is easy to script, but drawing detail out of a shaken caller needs a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7213",
    "occupationId": null
  },
  {
    "taskId": "uk-7213-T-10175",
    "score": 88,
    "band": "very high",
    "range": [
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    "rationale": "Keeping roster files up to date is routine record-keeping.",
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    "rationale": "Alarm monitoring is already largely automated detection with alerts sent on.",
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    "rationale": "Mapping data is public and abundant, so software turns written and spoken directions into locations quickly.",
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    "rationale": "Persuading a stranger to give up their time works through presence and warmth in the moment.",
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    "rationale": "Taking orders is routine and easy to automate, though many are still taken on the round.",
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    "rationale": "Cleaning with steam and hoses is hands-on work.",
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    "rationale": "Compliance paperwork can be drafted, but following the system happens on the bakery floor.",
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    "rationale": "Sensors can log readings automatically, though on many lines someone still walks round and checks the gauges.",
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    "rationale": "Fitting baking guides with hand tools is physical work.",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting blades to equipment is hands-on engineering work.",
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  {
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      3
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    "confidence": "high",
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    "rationale": "Time and temperature logs are structured records software can capture, with readings taken at the oven.",
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  {
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      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Starting up, shutting down and changing over a line is done at the plant, with a written handover after.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-8111",
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  {
    "taskId": "uk-8111-T-08231",
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      42,
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Drafting a standard operating procedure is writing work AI does well from how the process actually runs.",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting spray units with hand tools is physical work.",
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    "modelId": "claude-opus-5",
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  {
    "taskId": "uk-8111-T-17369",
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      3
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    "rationale": "Recording weights and times is structured data capture software does accurately.",
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      22,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Working out why quality slipped often means examining the product and the line in person.",
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  {
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Running tobacco processing machinery is hands-on plant work.",
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    "modelId": "claude-opus-5",
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  {
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    "d": [
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Placing products onto a conveyor is physical handling.",
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    "modelId": "claude-opus-5",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Packing inspected goods for delivery is hands-on work.",
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    "modelId": "claude-opus-5",
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  {
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      2
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    "confidence": "high",
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    "rationale": "Sorting products by weight, size or grade is physical handling on the line.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:08:26.129Z",
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  {
    "taskId": "uk-8112-T-05443",
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      4
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      4,
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      1
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    "rationale": "Cutting product to size uses hand or power cutters.",
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    "modelId": "claude-opus-5",
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  {
    "taskId": "uk-8112-T-14058",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Running a twisting machine means an operator on the mill floor.",
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    "modelId": "claude-opus-5",
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  {
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      1
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    "confidence": "high",
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    "rationale": "Running textile machines is physical operation on the floor.",
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    "modelId": "claude-opus-5",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Spinning fibre into yarn is machine work done in person.",
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      1
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    "rationale": "Cleaning and lubricating a machine is hands-on work.",
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    "modelId": "claude-opus-5",
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  {
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cutting threads to take off full bobbins is done by hand at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3
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    "rationale": "Process data can be watched automatically, but catching faults on the machines means being on the floor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      2
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    "unstable": false,
    "rationale": "Operating winding machines needs someone at the machine.",
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    "rationale": "Cutting and shaping material to size is done with tools on the material.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Changing machine speed and tension settings is done at the machine.",
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    "rationale": "Watching bobbins wind and stepping in when they break is done standing at the frame.",
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    "rationale": "Loading bobbins and spools is manual.",
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      3
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    "rationale": "Setting up and adjusting machining equipment is physical work done at the machine.",
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      2
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    "rationale": "Sharpening and changing blades is physical work on the equipment.",
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      3
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    "rationale": "The cutting rules are written down, but following them happens with the fabric on the table.",
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    "rationale": "Image checking is improving, but spotting and reporting fabric faults means handling the material.",
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  {
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      3
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    "rationale": "Writing up issues is easy for software, but noticing them still means being on the production floor.",
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    "rationale": "Running test production and tweaking as you go is done at the machine.",
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    "rationale": "Checking material against the job sheet is a document comparison, though the roll still has to be found.",
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    "rationale": "Starting a machine and adjusting it while it runs happens at the machine.",
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      0,
      3
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    "keyingScheme": "text+occupation",
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    "rationale": "Keeping the work area tidy is physical work.",
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    "modelId": "claude-opus-5",
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  {
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8113",
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  {
    "taskId": "uk-8113-T-19397",
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      2
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    "confidence": "high",
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    "rationale": "Setting machinery up means physically fitting and adjusting it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:24:42.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8113",
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  },
  {
    "taskId": "uk-8113-T-00236",
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      0,
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      2
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    "rationale": "Changing speeds and flows means working the controls on the plant itself.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8113",
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  {
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      1
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    "rationale": "Cleaning and lubricating a machine is hands-on work.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5223",
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      2
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    "rationale": "Keeping equipment running well means working on it with tools.",
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    "rationale": "Software watches the readings well, but an operator still walks the plant and reacts to what they see.",
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      3
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    "confidence": "high",
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    "rationale": "Logging pressure readings is data recording, largely captured by instruments already.",
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    "scoredUnderOccupationId": "uk-soc-5223",
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  {
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      3
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    "rationale": "Samples have to be physically drawn, packed and sent, even though the paperwork is easy to automate.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-8113",
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      2,
      2
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    "rationale": "Improving a care service depends on shift-floor experience and colleagues working things out together.",
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    "modelId": "claude-opus-5",
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  {
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      2
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    "rationale": "Checking towers and tanks means walking round and looking at them.",
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      3
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    "modelId": "claude-opus-5",
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    "rationale": "Software suggests general improvements, but the ideas that work come from knowing this particular plant.",
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    "modelId": "claude-opus-5",
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      2
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    "rationale": "Turning valves to control processing is hands-on plant operation.",
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      1
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    "rationale": "Judging a reaction through a sight glass relies on experience that is hard to write down.",
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      3
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    "rationale": "Turning operational and financial data into a performance report is highly automatable.",
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    "rationale": "Waste figures are recorded digitally, so software can compile and check them against the permit conditions.",
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    "rationale": "Treating hides is physical work with chemicals and hands.",
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    "rationale": "Mixing and loading raw materials is heavy physical work.",
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    "rationale": "Running the equipment where chemical reactions happen means being on the plant with hands on the controls.",
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    "rationale": "Repairs need tools and hands on the equipment.",
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    "rationale": "Staining leather is a physical process.",
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    "rationale": "Collecting a sample means physically drawing it from the process.",
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    "rationale": "Passing on instructions could be automated, but it happens while moving round the plant.",
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    "unstable": false,
    "rationale": "Packing and moving goods is physical handling.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:24:42.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8113",
    "occupationId": null
  },
  {
    "taskId": "uk-8113-T-17933",
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      21,
      35
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    "d": [
      2,
      1,
      1,
      1,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can draft the safety report, but noticing the condition in the first place means being on the plant.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8113",
    "occupationId": null
  },
  {
    "taskId": "uk-8113-T-19718",
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    "band": "minimal",
    "range": [
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      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Starting pumps and opening valves is done at the plant.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5223",
    "occupationId": null
  },
  {
    "taskId": "uk-8113-T-02443",
    "score": 93,
    "band": "very high",
    "range": [
      89,
      97
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    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Working out quantities from a set formula is exactly the sort of calculation software does reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:24:42.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8113",
    "occupationId": null
  },
  {
    "taskId": "uk-8113-T-03801",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Finishing and checking the product is hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:24:42.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8113",
    "occupationId": null
  },
  {
    "taskId": "uk-8113-T-07481",
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    "band": "minimal",
    "range": [
      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Taking a physical sample from a product requires hands at the production line.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8143",
    "occupationId": null
  },
  {
    "taskId": "uk-8113-T-11584",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Dipping a tank with a gauge rod is physical work on top of the tank.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5223",
    "occupationId": null
  },
  {
    "taskId": "uk-8113-T-14378",
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    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Getting materials ready means moving and handling them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:24:42.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8113",
    "occupationId": null
  },
  {
    "taskId": "uk-8113-T-14744",
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    "range": [
      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Patrolling tanks to spot overflow risk is about being there to see it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:38:06.513Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-8113-T-17945",
    "score": 38,
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      31,
      45
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    "d": [
      3,
      2,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Writing up the fault is easy; noticing it usually means being at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7213",
    "occupationId": null
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  {
    "taskId": "uk-8113-T-19719",
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      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Starting pumps means operating plant equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:24:42.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8113",
    "occupationId": null
  },
  {
    "taskId": "uk-8113-T-07158",
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      4,
      18
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    "d": [
      1,
      2,
      0,
      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Directing machine operators means being there with them and being listened to.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:38:06.513Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-8113-T-14585",
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      13
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    "d": [
      1,
      3,
      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Overseeing a cleaning team means being on the plant while the work happens.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:24:42.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8113",
    "occupationId": null
  },
  {
    "taskId": "uk-8113-T-17999",
    "score": 56,
    "band": "partial",
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      52,
      60
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    "d": [
      3,
      1,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Writing up technical problems from an operational shift is straightforward reporting.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:31:26.786Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2129",
    "occupationId": null
  },
  {
    "taskId": "uk-8113-T-19721",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Starting pumps is a physical action on the plant.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:24:42.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8113",
    "occupationId": null
  },
  {
    "taskId": "uk-8113-T-02576",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning with the right agents is hands-on work on the surfaces themselves.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9223",
    "occupationId": null
  },
  {
    "taskId": "uk-8113-T-05536",
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    "band": "minimal",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Steaming a frozen valve is physical work with a hose.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:38:06.513Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-8113-T-14615",
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      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Packing and storing batches is physical handling.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:24:42.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8113",
    "occupationId": null
  },
  {
    "taskId": "uk-8113-T-18222",
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    "range": [
      14,
      28
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    "d": [
      2,
      2,
      0,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can suggest causes, but fixing a quality problem means working on the plant with colleagues.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:24:42.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8113",
    "occupationId": null
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  {
    "taskId": "uk-8113-T-19722",
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      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Washing out a reactor means operating the plant.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:24:42.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8113",
    "occupationId": null
  },
  {
    "taskId": "uk-8114-T-13385",
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      4,
      12
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      3,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Spotting a machine going wrong depends on watching, hearing and feeling it on the shop floor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:35:14.479Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8114",
    "occupationId": null
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  {
    "taskId": "uk-8114-T-02733",
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      4
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    "d": [
      1,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Routine servicing such as lubrication is done by hand at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:31:26.786Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2129",
    "occupationId": null
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  {
    "taskId": "uk-8114-T-09235",
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      4
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    "d": [
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      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Grinding scrap plastic is machine work done by hand in the factory.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:35:14.479Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8114",
    "occupationId": null
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  {
    "taskId": "uk-8114-T-13333",
    "score": 23,
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      16,
      30
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    "d": [
      4,
      3,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Sensors log readings automatically, but the walk round the plant to check gauges is still done in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T14:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9139",
    "occupationId": null
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  {
    "taskId": "uk-8114-T-00673",
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      4
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    "d": [
      0,
      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Drying and cooling parts in baths is physical handling on the production line.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:35:14.479Z",
    "keyingScheme": "text-only",
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    "occupationId": null
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  {
    "taskId": "uk-8114-T-04728",
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      4
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    "d": [
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      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cooling products after processing is a physical step at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:35:14.479Z",
    "keyingScheme": "text-only",
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    "occupationId": null
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  {
    "taskId": "uk-8114-T-10234",
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      4
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    "d": [
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      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Measuring finished products with precision instruments requires handling them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
    "occupationId": null
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  {
    "taskId": "uk-8114-T-12867",
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      4
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    "d": [
      0,
      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Weighing out chemicals to a formula is hands-on work at the bench.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5223",
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  {
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      4
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    "d": [
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      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Running moulding or casting machines means being at the machine operating it.",
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    "modelId": "claude-opus-5",
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  {
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      2
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    "unstable": false,
    "rationale": "Turning valves and dials requires hands on the machine.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-9139",
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  {
    "taskId": "uk-8114-T-08798",
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Filling mould imperfections is careful hand work on the mould itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8114",
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  {
    "taskId": "uk-8114-T-10708",
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      16
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      3,
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      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "New starters learn machine work by being shown at the machine, though training notes can be drafted.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:37:43.407Z",
    "keyingScheme": "text-only",
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    "occupationId": null
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  {
    "taskId": "uk-8114-T-12112",
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      45
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Tracking raw material levels and reordering is stock-control work software does well, with some counting on the floor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8114",
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  {
    "taskId": "uk-8114-T-13546",
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    "d": [
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      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Mounting workpieces in fixtures is hands-on setting up.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:35:14.479Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8114",
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  {
    "taskId": "uk-8114-T-02987",
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    "d": [
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Clamping a mould around a repair is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Barrel plating small parts is operated at the machine.",
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    "rationale": "Setting rolls and guides with hand tools is machine work.",
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      3
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      1
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    "rationale": "Priming a surface means physically coating it, which needs a person standing at the wall.",
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    "rationale": "Drying parts by cloth, dryer or tumbling is physical handling.",
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  {
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      1
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    "rationale": "Cleaning up parts with air lines or grinders is hands-on work.",
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      3
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    "rationale": "Production records are structured data entry that software handles quickly and accurately.",
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    "rationale": "Setting and regulating the press is done by hand at the controls.",
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    "rationale": "Reporting a fault is quick paperwork, but spotting it means being in the kitchen.",
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    "rationale": "Taking a physical sample requires being at the tank with a container.",
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      3
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    "rationale": "Recording gauge readings into a log is routine data entry, but the readings are taken at the machinery.",
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      2
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    "confidence": "medium",
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    "rationale": "Working out furnace charge quantities is calculation, though adjustments depend on watching conditions on the spot.",
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      2
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    "confidence": "high",
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    "rationale": "Loading stores with hoisting gear is physical work on the quay and deck.",
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    "scoredAt": "2026-08-04T19:45:00.000Z",
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      3
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    "confidence": "high",
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    "rationale": "Replacing parts with hand tools and precision instruments is physical work.",
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    "modelId": "claude-opus-5",
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      2,
      1
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    "rationale": "Signalling and directing a crane crew during a lift happens live on the quayside.",
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    "rationale": "Shovelling ash out of a furnace is physical work.",
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    "rationale": "Lining up concrete formwork is physical work on site.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Casting beams, columns and panels is physical production work.",
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      2
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    "rationale": "Levelling concrete and watching it cure is hands-on work at the pour.",
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    "rationale": "Trowelling a surface smooth is skilled handwork.",
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    "rationale": "Chipping, scraping and grinding concrete is physical work with tools.",
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    "rationale": "Plans can be written down, but formwork and falsework are put up, checked and struck by hand.",
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    "rationale": "Running a poker vibrator through wet concrete is physical work at the pour.",
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    "rationale": "Cleaning surfaces ready for bonding is physical preparation work.",
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    "unstable": false,
    "rationale": "Building forms and chutes for a pour is carpentry-style work on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-8119-T-07928",
    "score": 13,
    "band": "minimal",
    "range": [
      6,
      20
    ],
    "d": [
      2,
      3,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking an installation against the details means being on site looking at what was actually built.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8119",
    "occupationId": null
  },
  {
    "taskId": "uk-8119-T-10438",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Installing bolts, wires and brackets is physical work with tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8119",
    "occupationId": null
  },
  {
    "taskId": "uk-8119-T-13033",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Mixing mortar is physical work on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:51:27.741Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5313",
    "occupationId": null
  },
  {
    "taskId": "uk-8119-T-14745",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Stamping a pattern into wet concrete has to be done as it sets.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8119",
    "occupationId": null
  },
  {
    "taskId": "uk-8119-T-19316",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Setting formwork to the right level and depth is physical work on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8119",
    "occupationId": null
  },
  {
    "taskId": "uk-8119-T-19676",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Spreading concrete with a rake or shovel is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8119",
    "occupationId": null
  },
  {
    "taskId": "uk-8119-T-02344",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Building falsework moulds is on-site construction work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8119",
    "occupationId": null
  },
  {
    "taskId": "uk-8119-T-02706",
    "score": 10,
    "band": "minimal",
    "range": [
      3,
      17
    ],
    "d": [
      1,
      3,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking work against specification and putting it right happens at the work itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5319",
    "occupationId": null
  },
  {
    "taskId": "uk-8119-T-02979",
    "score": 56,
    "band": "partial",
    "range": [
      49,
      63
    ],
    "d": [
      3,
      1,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Matching materials to a written specification is a documented, rule-based decision software makes well, though the work happens on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:11.761Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8119",
    "occupationId": null
  },
  {
    "taskId": "uk-8119-T-03966",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      1,
      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Measuring the slab and marking bar positions is done with a tape and chalk on the concrete.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8119",
    "occupationId": null
  },
  {
    "taskId": "uk-8119-T-05045",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Filling and repairing surfaces is hands-on.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:51:27.741Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5313",
    "occupationId": null
  },
  {
    "taskId": "uk-8119-T-08134",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Erecting modular units and panels is heavy physical work on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8119",
    "occupationId": null
  },
  {
    "taskId": "uk-8119-T-10607",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Installing manufactured elements with laser levels and GPS is still done by people placing them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5319",
    "occupationId": null
  },
  {
    "taskId": "uk-8119-T-13463",
    "score": 14,
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    "range": [
      7,
      21
    ],
    "d": [
      2,
      3,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Weather data and sensors help, but judging how a pour is curing means being at the slab.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8119",
    "occupationId": null
  },
  {
    "taskId": "uk-8119-T-15361",
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    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Placing reinforcing bars in a pour is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8119",
    "occupationId": null
  },
  {
    "taskId": "uk-8119-T-18757",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Rinsing a surface with water is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8119",
    "occupationId": null
  },
  {
    "taskId": "uk-8119-T-19552",
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    "band": "minimal",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Smoothing rough spots with hammers, chisels and rubbing bricks is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:22:05.609Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-8119-T-19677",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Laying roofing felt across a surface is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8119",
    "occupationId": null
  },
  {
    "taskId": "uk-8119-T-02621",
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    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting cavity trays, window formers and insulation is hands-on installation work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8119",
    "occupationId": null
  },
  {
    "taskId": "uk-8119-T-02987",
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      4
    ],
    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Clamping a mould around a repair is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8119",
    "occupationId": null
  },
  {
    "taskId": "uk-8119-T-05427",
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      4
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    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cutting damaged concrete out with a power saw is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8119",
    "occupationId": null
  },
  {
    "taskId": "uk-8119-T-08902",
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      4
    ],
    "d": [
      0,
      4,
      1,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Putting up temporary works for safe access is physical site work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8119",
    "occupationId": null
  },
  {
    "taskId": "uk-8119-T-10611",
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      0,
      4
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    "d": [
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      4,
      1,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Installing props and edge protection is physical work on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8119",
    "occupationId": null
  },
  {
    "taskId": "uk-8119-T-13535",
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      4
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    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Forming joints and edges with hand tools is skilled handwork.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8119",
    "occupationId": null
  },
  {
    "taskId": "uk-8119-T-16059",
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      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Pressing chips into a terrazzo base is done by hand as it sets.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8119",
    "occupationId": null
  },
  {
    "taskId": "uk-8119-T-18762",
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    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Rolling a surface to embed chips is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8119",
    "occupationId": null
  },
  {
    "taskId": "uk-8119-T-19682",
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      4
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    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Throwing chips or colour onto a wet surface to get a finish is a hand technique.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:05:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5321",
    "occupationId": null
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  {
    "taskId": "uk-8119-T-02699",
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    "d": [
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      1,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Lifting gear has to be physically examined before use, so this stays with the operative on site even though the checklist is standard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:11.761Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8119",
    "occupationId": null
  },
  {
    "taskId": "uk-8119-T-03073",
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      4
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    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Wire-brushing a chipped area clean is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8119",
    "occupationId": null
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  {
    "taskId": "uk-8119-T-07336",
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      4
    ],
    "d": [
      0,
      4,
      1,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Getting waste to the right place safely is physical handling, so it needs a person on site regardless of what software can work out.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:11.761Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8119",
    "occupationId": null
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  {
    "taskId": "uk-8119-T-10285",
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    "d": [
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Judging smoothness comes from looking along the floor and running a hand over it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:54:37.562Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-8119-T-14715",
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      13
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    "d": [
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      3,
      0,
      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Taking part in a site safety talk means being there with the team.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:51:27.741Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3111",
    "occupationId": null
  },
  {
    "taskId": "uk-8119-T-16251",
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      4
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    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Brooming a texture into fresh concrete is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8119",
    "occupationId": null
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  {
    "taskId": "uk-8119-T-19675",
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      4
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    "d": [
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      4,
      0,
      0,
      1
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    "confidence": "high",
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    "rationale": "Spreading a terrazzo base is physical work at the pour.",
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      3
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      4
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      1
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    "rationale": "Signalling a lorry driver with hands and horn happens live in the yard.",
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      3
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      3
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    "modelId": "claude-opus-5",
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  {
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      3
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    "rationale": "Reading schematics and charts to find the right settings is information work, usually done at the machine.",
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      2
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    "rationale": "Fitting a new cutting blade is physical work on the tool.",
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      3
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      1
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    "confidence": "high",
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    "rationale": "Cutting inlay sections into a surface is handwork with pattern and scissors.",
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  {
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      0,
      3
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    "confidence": "high",
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    "rationale": "Production records are structured data entry that software handles quickly and accurately.",
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    "rationale": "Positioning and gluing decorative pieces is close handwork.",
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    "rationale": "Working machine pedals means standing at the machine and operating it.",
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      1
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    "rationale": "Positioning glass stock for cutting is physical handling.",
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      2
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      3
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      2
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    "rationale": "Marking cutting lines with a rule and scriber is done by hand on the material.",
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      2
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      2
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      2
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      2
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    "rationale": "Pulling faulty products off the line is physical work done on the spot.",
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      1
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    "rationale": "Starting the pumps at the machine is physical operation.",
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      2
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    "rationale": "Operating a bead setter is physical machine work.",
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    "rationale": "Rolling tread rubber onto a casing is physical work.",
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    "rationale": "Brushing or spraying solvent onto plies is physical work.",
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    "rationale": "Rubbing cement onto drum edges is physical work.",
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    "scoredUnderOccupationId": "uk-soc-8119",
    "occupationId": null
  },
  {
    "taskId": "uk-8119-T-19544",
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      4
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    "d": [
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Slicing rubber thread is physical work at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8119",
    "occupationId": null
  },
  {
    "taskId": "uk-8119-T-03076",
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      4
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    "d": [
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning finished tyres is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8119",
    "occupationId": null
  },
  {
    "taskId": "uk-8119-T-19723",
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      4
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    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Starting the bonding rollers is physical machine operation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8119",
    "occupationId": null
  },
  {
    "taskId": "uk-8119-T-05395",
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      0,
      4
    ],
    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cutting camelback rubber with a knife is handwork.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8119",
    "occupationId": null
  },
  {
    "taskId": "uk-8119-T-20867",
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      0,
      4
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Trimming excess rubber from a retread is handwork.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:30:10.708Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-8119-T-05441",
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      0,
      4
    ],
    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cutting plies at the splice is handwork at the drum.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
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    "scoredUnderOccupationId": "uk-soc-8119",
    "occupationId": null
  },
  {
    "taskId": "uk-8119-T-21369",
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      0,
      4
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    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Turning ply edges with steel rods is handwork.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8119",
    "occupationId": null
  },
  {
    "taskId": "uk-8119-T-05712",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Working the pedal to turn the drum is physical machine operation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8119",
    "occupationId": null
  },
  {
    "taskId": "uk-8119-T-21632",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Winding plies around the drum is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8119",
    "occupationId": null
  },
  {
    "taskId": "uk-8119-T-06187",
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      4,
      18
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    "d": [
      2,
      3,
      1,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Deciding whether a casing can be retreaded means inspecting and feeling the tyre itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8119",
    "occupationId": null
  },
  {
    "taskId": "uk-8120-T-00266",
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      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Adjusting a press with hand tools is done at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:08:26.129Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-8120-T-13387",
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      3,
      17
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    "d": [
      1,
      3,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Spotting a press running wrong depends on being there, hearing and seeing it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8120",
    "occupationId": null
  },
  {
    "taskId": "uk-8120-T-00074",
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      4
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Pressing the controls to start machinery requires someone at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9131",
    "occupationId": null
  },
  {
    "taskId": "uk-8120-T-13321",
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    "range": [
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      21
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      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Sensors can flag many faults, but watching the machine run and reacting still happens on the floor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "occupationId": null
  },
  {
    "taskId": "uk-8120-T-15370",
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      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Positioning and clamping a workpiece is done by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "occupationId": null
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  {
    "taskId": "uk-8120-T-17808",
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      4
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Replacing broken press parts is hands-on repair work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8120",
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  {
    "taskId": "uk-8120-T-19358",
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      4
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Operating shears is machine work done by hand.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:51:27.741Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5213",
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  {
    "taskId": "uk-8120-T-00249",
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      4
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      4,
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Adjusting machine components happens at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8120",
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  {
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      4
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Clearing a blockage with hand tools is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8111",
    "occupationId": null
  },
  {
    "taskId": "uk-8120-T-12918",
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      4
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      4,
      0,
      0,
      2
    ],
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    "rationale": "Measuring and feeding material into a machine is physical work.",
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    "modelId": "claude-opus-5",
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  {
    "taskId": "uk-8120-T-15318",
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      4,
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      0,
      1
    ],
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    "unstable": false,
    "rationale": "Feeding materials into the machine is manual loading work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:27.864Z",
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    "occupationId": null
  },
  {
    "taskId": "uk-8120-T-17588",
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      4
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Turning valves and dials requires hands on the machine.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T14:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9139",
    "occupationId": null
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  {
    "taskId": "uk-8120-T-18996",
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      3,
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      0,
      3
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    "confidence": "medium",
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    "rationale": "Choosing the right die can be looked up, but fitting it is done with hand tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8120",
    "occupationId": null
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  {
    "taskId": "uk-8120-T-19400",
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      0,
      0,
      3
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    "confidence": "medium",
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    "rationale": "Machine setup means fitting tooling and trialling parts at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8120",
    "occupationId": null
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  {
    "taskId": "uk-8120-T-19716",
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      4,
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      0,
      2
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    "unstable": false,
    "rationale": "Starting a machine and adjusting it while it runs happens at the machine.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:47:02.456Z",
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  {
    "taskId": "uk-8120-T-00254",
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      7
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      4,
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      0,
      2
    ],
    "confidence": "high",
    "unstable": true,
    "rationale": "Changing machine speed and tension settings is done at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:25:36.532Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
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  {
    "taskId": "uk-8120-T-06224",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Working out the order of operations from a drawing is planning work covered by well documented practice.",
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  {
    "taskId": "uk-8120-T-11500",
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      1
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    "rationale": "Loading material into a machine is done by hand.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:08:26.129Z",
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  {
    "taskId": "uk-8120-T-13966",
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      1
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    "rationale": "Setting speeds, depths and feed rates is done at the machine controls.",
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    "scoredUnderOccupationId": "uk-soc-5449",
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  {
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      4
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Setting tool and workpiece positions is done at the controls beside the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8120",
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  {
    "taskId": "uk-8120-T-17020",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reading schematics and charts to find the right settings is information work, usually done at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
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    "occupationId": null
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  {
    "taskId": "uk-8120-T-17816",
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    "d": [
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      4,
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Replacing worn machine parts is physical fitting work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5223",
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  {
    "taskId": "uk-8120-T-19311",
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Setting stops on a machine bed is done by hand.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-8120",
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  {
    "taskId": "uk-8120-T-20469",
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      4
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    "d": [
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      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Tending a running machine means being present at it throughout.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:42:09.184Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9132",
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  {
    "taskId": "uk-8120-T-03015",
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    "rationale": "Swapping worn tools is done with hand tools.",
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    "rationale": "Finishing parts with saws and anvils is manual work.",
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    "rationale": "Cleaning and tidying a work area is physical work.",
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    "rationale": "Sharpening tools is done at the grinder.",
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    "rationale": "Loading and mixing raw materials into pulp is physical work in the plant.",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Running a saw to cut timber is physical machine work.",
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    "rationale": "Sanding is hands-on work on the component.",
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      2
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    "confidence": "high",
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    "rationale": "Fitting clamps, chucks and guides with hand tools is manual work at the machine.",
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    "modelId": "claude-opus-5",
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    "rationale": "Clearing a blockage with hand tools is physical work.",
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  {
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      2
    ],
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    "rationale": "Spotting faults depends on handling and examining the real products.",
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  {
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      2
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    "confidence": "high",
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    "rationale": "Checking stock means physically looking over and handling the material.",
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      1
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    "rationale": "Mixing and brushing wood stain onto timber is hands-on work at the surface.",
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      2
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      1
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    "rationale": "Taking finished pieces off a machine needs hands.",
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      3
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    "rationale": "Tooling guides are well documented so software can advise, but the choice is made standing at the machine with the stock.",
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      2
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    "confidence": "high",
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    "rationale": "Stacking finished workpieces is manual handling done on the floor.",
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    "rationale": "Assembling parts with fixings and adhesives is physical work.",
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      2
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    "confidence": "high",
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    "rationale": "Cleaning machinery is hands-on work in the workshop.",
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    "rationale": "Operating the feed mechanism on a machine needs a person at the controls.",
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  {
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    "rationale": "Fitting gluing attachments is done by hand at the machine.",
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      3
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    "rationale": "Swapping worn tools is done with hand tools.",
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    "rationale": "Grading depends on handling the material and on know-how that is rarely written down.",
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      2
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    "rationale": "Fitting routers and engravers to a machine is hands-on work.",
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    "rationale": "This is direct physical operation of the machine with hands and feet.",
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    "rationale": "Which timber suits which product is well documented, so the choice can largely be looked up.",
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    "rationale": "Moving logs off lorries with pike poles is heavy physical work.",
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    "rationale": "Clearing away waste material is physical work.",
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    "rationale": "Lifting and securing metal stock is physical handling.",
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    "rationale": "Moving finished goods to storage is lifting and carrying that needs a person there.",
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    "rationale": "Putting right a faulty method or piece of equipment means working on it directly.",
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      2
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      2
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    "modelId": "claude-opus-5",
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      2
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    "confidence": "high",
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    "rationale": "Refuelling machinery is physical work at the vehicle.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-8132",
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      2
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    "rationale": "Capping a well with packers is physical work at the wellhead.",
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    "modelId": "claude-opus-5",
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    "rationale": "Lowering and detonating charges in a borehole is physical work needing a trained person on site.",
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    "modelId": "claude-opus-5",
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    "modelId": "claude-opus-5",
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    "modelId": "claude-opus-5",
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    "rationale": "Connecting pipelines between pumps and containers is hands-on work at the pipe.",
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    "scoredAt": "2026-08-05T00:00:00.000Z",
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    "unstable": false,
    "rationale": "Directing well completion combines documented engineering with judgement on the rig, and a competent person carries the responsibility.",
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    "rationale": "Handling and stacking drill pipe is heavy physical work on the rig floor.",
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    "rationale": "Better drilling procedures can be drafted from published practice, but what actually slows this rig down is local knowledge.",
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    "rationale": "Mixing clay, water and chemicals into drilling mud is physical work.",
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    "modelId": "claude-opus-5",
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    "rationale": "Operating engines and pumps to shut a well is hands-on work at the wellhead.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Counting rod sections to work out depth is simple arithmetic, but the counting happens on the rig floor.",
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    "rationale": "Cleaning, lubricating and adjusting a boiler is hands-on work.",
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    "rationale": "Most asbestos removal may only be carried out by a licensed contractor, and it is physical work done at the surface itself.",
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    "rationale": "Tank cleaning is physical work inside the asset.",
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    "rationale": "Valve and hydrant maintenance is hands-on work in chambers and streets.",
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    "rationale": "Raising a leak report is simple record-keeping once the leak is known.",
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    "rationale": "The audit report drafts easily, but checking the site against the rules means walking it and looking.",
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    "rationale": "Clear explanations are easy to draft, but reassuring a household about work outside their home benefits from a person.",
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    "rationale": "Pump maintenance is hands-on mechanical work.",
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    "rationale": "Asset surveying means walking the network, even though the results go straight into a database.",
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    "rationale": "Collecting wastewater samples and running them through test equipment is hands-on bench and site work.",
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    "rationale": "Working out new zones is a modelling task, but the valve changes are done in the street.",
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    "rationale": "Meters and loggers are fitted and serviced by hand.",
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    "rationale": "Recording readings is simple data work, though someone often has to be at the gauge.",
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    "rationale": "Digging and reinstating road surfaces is heavy physical work.",
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    "rationale": "Operational data now flows straight into digital logs, so compiling it needs almost no manual effort.",
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    "rationale": "Greasing and servicing equipment by hand is physical work.",
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      3
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    "scoredUnderOccupationId": "uk-soc-8134",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-3560",
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      3
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    "rationale": "Coordinating a crew is mostly planning and messages, though it relies on working relationships.",
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    "rationale": "Setting out signs and scanning for buried cables happens on the road.",
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    "modelId": "claude-opus-5",
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      3
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    "rationale": "Sensors can log readings automatically, though on many lines someone still walks round and checks the gauges.",
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      3
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    "rationale": "Judging how a treatment programme performs and writing recommendations is analysis and report work.",
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    "rationale": "Filter cleaning is physical plant work.",
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    "rationale": "Taking water quality samples is physical work, and regulatory samples must be collected by an authorised sampler for accredited testing.",
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    "rationale": "Flow into the works is measured and logged by telemetry, with software comparing it against the set thresholds.",
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    "rationale": "Keeping visit records tidy and complete is routine filing and formatting that software does reliably.",
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    "confidence": "high",
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    "rationale": "Overseeing a chemical delivery means being on site while it is unloaded.",
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    "rationale": "Harnesses, first aid kits and protective equipment have to be physically checked and replaced.",
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    "rationale": "Balancing production against network demand is continuous control-system work that software already optimises well.",
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    "rationale": "Spotting waste and cost savings in process data is analytical work software does well, with the engineer testing practicality.",
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    "rationale": "Collecting and testing effluent samples is physical work, and compliance samples must be taken by an authorised trained sampler.",
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    "rationale": "Greasing bearings and clearing rags from pumps is hands-on maintenance at the equipment.",
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    "rationale": "Keeping a site tidy and hazard-free is physical work, even if the checklist is easy to produce.",
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    "rationale": "Sludge handling and discharges are plant operations run under permits by accountable staff.",
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    "rationale": "Trimming energy and chemical use while improving sludge dryness is optimisation from process data that software does well.",
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    "rationale": "Diagnosis is well supported by data, but repairs happen at the equipment.",
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    "rationale": "Routine maintenance and testing of plant needs hands and tools on the equipment.",
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    "rationale": "Compliance records are routine data entry, with the accuracy of the figures carrying legal weight.",
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    "rationale": "Operating heavy power plant is hands-on work.",
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    "rationale": "Turning out to a gas leak, spill or breach is physical response work at the site.",
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    "rationale": "Adjusting ink fountain flow is a hands-on setting made at the press.",
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    "rationale": "Changing press cylinders is heavy hands-on work.",
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    "rationale": "Scheduling work through database software is exactly the kind of planning computers do well.",
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    "rationale": "Improvement discussions rely on shop-floor experience, though notes and proposals can be drafted.",
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    "rationale": "Temperature and humidity readings are watched on a screen, which software can do continuously.",
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    "rationale": "Tidy, organised workspaces are created physically, though the audits and checklists can be templated.",
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      1
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    "rationale": "Washing down and shutting off a press is hands-on work at the machine.",
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    "modelId": "claude-opus-5",
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      3
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    "rationale": "Archiving finished jobs to storage is a file-handling task software does reliably.",
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    "rationale": "Mounting plates on the press is physical work at the machine.",
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    "rationale": "Minor machine repairs need tools and hands on the press.",
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      3
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    "modelId": "claude-opus-5",
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      3
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    "rationale": "Pulling print files into production software is routine file handling done at the workstation.",
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    "modelId": "claude-opus-5",
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    "rationale": "Running collators, staplers and finishing machines is hands-on.",
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      3
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    "rationale": "Sending the finished master file to the printer is a file transfer that systems handle automatically.",
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      3
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    "keyingScheme": "text+occupation",
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    "rationale": "Matching paper and ink to the job specification is a checking task that can be done from job data.",
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      3
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    "unstable": false,
    "rationale": "Reordering inks, plates and paper against stock levels is routine purchasing systems already trigger on their own.",
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      3
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    "rationale": "Quality and efficiency can be analysed from data, but much of the fix happens at the press.",
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    "rationale": "Keeping digital and paper records up to date at each stage is routine record work.",
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    "rationale": "Preparing the press for the next job is hands-on set-up work.",
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    "rationale": "Fitting an aerial or dish means getting on the roof with tools.",
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    "modelId": "claude-opus-5",
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    "rationale": "Calibration is done by adjusting the real equipment while watching the signal.",
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    "rationale": "Checking that fixings are tight and the aerial is level means being there to feel and see it.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Mounting aerials, arrestors and cabling on a tower is physical work at height.",
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    "confidence": "low",
    "unstable": false,
    "rationale": "Some tuning is automatic, but correcting a fault usually means adjusting the equipment where it stands.",
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    "rationale": "Adjusting an aerial position means physically climbing to it.",
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    "rationale": "Turning setscrews to peak a receiver is done with a screwdriver on the unit.",
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    "confidence": "high",
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    "rationale": "Climbing poles and ladders is physical work.",
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    "modelId": "claude-opus-5",
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    "rationale": "Planning where equipment goes for best reception is calculation and mapping software does well.",
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    "rationale": "Running power, earth and coaxial cable is physical work through buildings and ducts.",
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    "rationale": "Repairing and adjusting equipment with hand tools is physical work.",
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    "modelId": "claude-opus-5",
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    "unstable": false,
    "rationale": "Adjusting installed components means physically moving them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:51:27.741Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5213",
    "occupationId": null
  },
  {
    "taskId": "uk-8139-T-05643",
    "score": 6,
    "band": "minimal",
    "range": [
      0,
      13
    ],
    "d": [
      1,
      3,
      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Showing a customer how equipment works means demonstrating it in front of them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5223",
    "occupationId": null
  },
  {
    "taskId": "uk-8139-T-08749",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Doing up nuts and bolts needs hands and a power tool.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8139",
    "occupationId": null
  },
  {
    "taskId": "uk-8139-T-14881",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking and maintaining equipment means physically working on it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:13:44.082Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6131",
    "occupationId": null
  },
  {
    "taskId": "uk-8139-T-17775",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Repairing equipment is hands-on work with tools; no amount of software gets the machine running again.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2125",
    "occupationId": null
  },
  {
    "taskId": "uk-8139-T-20516",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Testing that equipment works means operating it and checking the result in front of you.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:13:44.082Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6131",
    "occupationId": null
  },
  {
    "taskId": "uk-8139-T-02508",
    "score": 9,
    "band": "minimal",
    "range": [
      5,
      13
    ],
    "d": [
      1,
      3,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Calibrating an instrument means handling it and adjusting it against a reference.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:33:54.071Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8139",
    "occupationId": null
  },
  {
    "taskId": "uk-8139-T-06132",
    "score": 75,
    "band": "high",
    "range": [
      68,
      82
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Reading blueprints and manuals to plan an installation is document work software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5223",
    "occupationId": null
  },
  {
    "taskId": "uk-8139-T-17800",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Swapping gaskets and seals is done with the equipment stripped down on the bench.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8139",
    "occupationId": null
  },
  {
    "taskId": "uk-8139-T-00993",
    "score": 75,
    "band": "high",
    "range": [
      68,
      82
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Reading test data to work out what has failed is pattern analysis over numbers, which software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5223",
    "occupationId": null
  },
  {
    "taskId": "uk-8139-T-06993",
    "score": 8,
    "band": "minimal",
    "range": [
      1,
      15
    ],
    "d": [
      1,
      3,
      0,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Diagnosis here means connecting test gear to the equipment itself, even if the reasoning can be supported.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
    "occupationId": null
  },
  {
    "taskId": "uk-8139-T-10668",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      2,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Installing and connecting earthing systems is physical work with rods, cable and ground.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:33:54.071Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8139",
    "occupationId": null
  },
  {
    "taskId": "uk-8139-T-12264",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Repairing equipment and swapping defective parts is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5223",
    "occupationId": null
  },
  {
    "taskId": "uk-8139-T-17761",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Soldering circuits and wiring is fine hand work with an iron.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8139",
    "occupationId": null
  },
  {
    "taskId": "uk-8139-T-20515",
    "score": 14,
    "band": "minimal",
    "range": [
      7,
      21
    ],
    "d": [
      2,
      3,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "The readings can be interpreted automatically, but someone has to connect the instrument to the equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8139",
    "occupationId": null
  },
  {
    "taskId": "uk-8139-T-03083",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning equipment is physical work on the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5223",
    "occupationId": null
  },
  {
    "taskId": "uk-8139-T-07553",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Driving tools and materials to site is physical work behind the wheel.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-8139-T-11024",
    "score": 38,
    "band": "low",
    "range": [
      31,
      45
    ],
    "d": [
      3,
      2,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Investigating why equipment failed is structured analysis, though evidence comes from the machine itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-8139-T-16986",
    "score": 56,
    "band": "partial",
    "range": [
      49,
      63
    ],
    "d": [
      3,
      1,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Working out from a job sheet what materials and methods are needed is paperwork reading that software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9129",
    "occupationId": null
  },
  {
    "taskId": "uk-8139-T-18717",
    "score": 88,
    "band": "very high",
    "range": [
      84,
      92
    ],
    "d": [
      4,
      0,
      1,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Reading work orders and pulling out what matters is straightforward document handling that software does reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:33:54.071Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8139",
    "occupationId": null
  },
  {
    "taskId": "uk-8139-T-20554",
    "score": 13,
    "band": "minimal",
    "range": [
      6,
      20
    ],
    "d": [
      2,
      3,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Test software reads the results, but the sweep gear has to be connected at the tower.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:42:05.118Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-8139-T-06825",
    "score": 75,
    "band": "high",
    "range": [
      68,
      82
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Writing a specification for the equipment and tools needed is document work with plenty of published reference material.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8139",
    "occupationId": null
  },
  {
    "taskId": "uk-8139-T-11837",
    "score": 93,
    "band": "very high",
    "range": [
      89,
      97
    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping equipment logs of test results up to date is record-keeping done on a computer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
    "occupationId": null
  },
  {
    "taskId": "uk-8139-T-13409",
    "score": 56,
    "band": "partial",
    "range": [
      49,
      63
    ],
    "d": [
      3,
      1,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Monitoring for transmission faults is mostly reading data that already arrives at a screen.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8139",
    "occupationId": null
  },
  {
    "taskId": "uk-8139-T-18507",
    "score": 75,
    "band": "high",
    "range": [
      68,
      82
    ],
    "d": [
      3,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Reading drawings and work orders to list what needs doing is document interpretation software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8139",
    "occupationId": null
  },
  {
    "taskId": "uk-8139-T-00179",
    "score": 10,
    "band": "minimal",
    "range": [
      6,
      14
    ],
    "d": [
      1,
      3,
      1,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Working safely is something done with your hands and attention on the job, even though the rules are written down.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:33:54.071Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8139",
    "occupationId": null
  },
  {
    "taskId": "uk-8139-T-10508",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      3,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Installing distribution cabling and conduit is physical work, and network connections need an authorised person to carry them out.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:33:54.071Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8139",
    "occupationId": null
  },
  {
    "taskId": "uk-8139-T-11252",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Laying cable in a trench is manual and machine work on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5319",
    "occupationId": null
  },
  {
    "taskId": "uk-8139-T-19826",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Stringing cables between poles and towers is physical work in the field.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5319",
    "occupationId": null
  },
  {
    "taskId": "uk-8139-T-02092",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting cross-arms and insulators to poles is manual assembly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-8139-T-08542",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Digging cable trenches is physical ground work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9129",
    "occupationId": null
  },
  {
    "taskId": "uk-8139-T-10659",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      3,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting meters and connecting service cables is physical work, and only an authorised meter operative may make the connection.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:33:54.071Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8139",
    "occupationId": null
  },
  {
    "taskId": "uk-8139-T-17856",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      1,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Taking out a damaged pole and setting a new one is heavy physical work with lifting plant.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:33:54.071Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8139",
    "occupationId": null
  },
  {
    "taskId": "uk-8139-T-05387",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      2,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cutting and peeling lead sheathing off cable before jointing is hands-on work with knives and tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:33:54.071Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8139",
    "occupationId": null
  },
  {
    "taskId": "uk-8139-T-10604",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      1,
      0,
      2
    ],
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5213",
    "occupationId": null
  },
  {
    "taskId": "uk-8139-T-14092",
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      4
    ],
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      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Operating presses and forging machines means being at the machine feeding metal through.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8142",
    "occupationId": null
  },
  {
    "taskId": "uk-8139-T-18996",
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      7,
      21
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    "d": [
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      3,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Choosing the right die can be looked up, but fitting it is done with hand tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8120",
    "occupationId": null
  },
  {
    "taskId": "uk-8139-T-19347",
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    "range": [
      0,
      4
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    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Drilling parts requires someone loading and running the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8139",
    "occupationId": null
  },
  {
    "taskId": "uk-8139-T-01196",
    "score": 38,
    "band": "low",
    "range": [
      31,
      45
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    "d": [
      3,
      2,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The maths is easy to automate, but marking the work out happens at the bench.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8139",
    "occupationId": null
  },
  {
    "taskId": "uk-8139-T-11507",
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    "band": "minimal",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Marking reference lines onto parts is done with instruments on the part itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5449",
    "occupationId": null
  },
  {
    "taskId": "uk-8139-T-16063",
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    "band": "minimal",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Feeding work against a cutter is hands-on machine work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8139",
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  },
  {
    "taskId": "uk-8139-T-19269",
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      4
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    "d": [
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      4,
      0,
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      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Setting stops and guides to a specification is adjusted by hand on the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8139",
    "occupationId": null
  },
  {
    "taskId": "uk-8139-T-19352",
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      4
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    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Grinding parts to size requires an operator at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8139",
    "occupationId": null
  },
  {
    "taskId": "uk-8139-T-00185",
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      6,
      14
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      3,
      1,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Meeting safety requirements is shown through how the job is physically done, even though the rules are written down.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:33:54.071Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8139",
    "occupationId": null
  },
  {
    "taskId": "uk-8139-T-21601",
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      31,
      45
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      3,
      2,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The recording is automatic, but the scrap still has to be put on the scales.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8139",
    "occupationId": null
  },
  {
    "taskId": "uk-8139-T-07312",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Stripping wrecked vehicles apart is hands-on work in the yard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9225",
    "occupationId": null
  },
  {
    "taskId": "uk-8139-T-05400",
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      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cutting products up with saws and torches is done standing at the material.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9225",
    "occupationId": null
  },
  {
    "taskId": "uk-8139-T-14937",
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      4
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      4,
      2,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Draining fluids and stripping hazardous parts from scrap vehicles is hands-on work at a permitted treatment facility.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:33:54.071Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8139",
    "occupationId": null
  },
  {
    "taskId": "uk-8139-T-03169",
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      4
    ],
    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning and lubricating equipment is done with tools in the depot.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-9225",
    "occupationId": null
  },
  {
    "taskId": "uk-8139-T-08675",
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      4
    ],
    "d": [
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      4,
      3,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Recovering refrigerant from fridges and air conditioners is hands-on work, and the law requires certified handlers to do it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:33:54.071Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8139",
    "occupationId": null
  },
  {
    "taskId": "uk-8139-T-16550",
    "score": 26,
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      19,
      33
    ],
    "d": [
      3,
      2,
      0,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Routine enquiries answer well automatically, though an unhappy customer at reception usually wants a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:08:06.879Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6211",
    "occupationId": null
  },
  {
    "taskId": "uk-8139-T-03128",
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      4
    ],
    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Sweeping and raking a yard is done with a brush in hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9225",
    "occupationId": null
  },
  {
    "taskId": "uk-8139-T-07532",
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      4
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    "d": [
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      4,
      2,
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Driving a lorry to collect scrap metal is physical work at the wheel on public roads.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:33:54.071Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8139",
    "occupationId": null
  },
  {
    "taskId": "uk-8139-T-13897",
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      4
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      4,
      1,
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Working a crane-mounted magnet to lift scrap is physical machine operation in the yard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:33:54.071Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8139",
    "occupationId": null
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  {
    "taskId": "uk-8139-T-17389",
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      4
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    "d": [
      0,
      4,
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      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Recovering and cleaning equipment for reuse is physical work at the equipment itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8222",
    "occupationId": null
  },
  {
    "taskId": "uk-8139-T-08950",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Stripping down electrical waste and separating hazardous parts is hands-on work at the processing line.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8139",
    "occupationId": null
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  {
    "taskId": "uk-8139-T-13932",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Running a baler means standing at the machine feeding it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9225",
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  {
    "taskId": "uk-8139-T-17645",
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Stripping copper from boards is a physical process handled by hand and machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8139",
    "occupationId": null
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  {
    "taskId": "uk-8141-T-02563",
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Loading and running the pick-and-place machine happens on the factory floor with the boards in front of you.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8141",
    "occupationId": null
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  {
    "taskId": "uk-8141-T-08991",
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      4
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      4,
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      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Winding coils with hand tools is manual work on physical materials.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8141",
    "occupationId": null
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  {
    "taskId": "uk-8141-T-00676",
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      4
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      4,
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      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Aligning and fitting parts is manual assembly work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
    "occupationId": null
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  {
    "taskId": "uk-8141-T-07361",
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      4
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Carrying parts to workstations means moving them physically around the factory.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8141",
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  {
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Positioning and aligning parts is fine handwork during assembly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8149",
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  {
    "taskId": "uk-8141-T-17644",
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      4,
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Lifting finished pieces off the bench and boxing them is entirely hands-on.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:43:05.789Z",
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  {
    "taskId": "uk-8141-T-02110",
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      2
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    "rationale": "Fixing parts together with glue, nails and screws is manual assembly work.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:00:00.000Z",
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  {
    "taskId": "uk-8141-T-03122",
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning parts with cloths and air lines is done by hand at the bench.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-8141",
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    "taskId": "uk-8141-T-08750",
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Riveting and welding components together is physical assembly work with tools in hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8141",
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  {
    "taskId": "uk-8141-T-11210",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Deciding the code is easy, but the labels have to be physically put on the parts.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-7115",
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  {
    "taskId": "uk-8141-T-17334",
    "score": 69,
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      3
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    "taskId": "uk-8142-T-15124",
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      3
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    "unstable": false,
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    "scoredUnderOccupationId": "uk-soc-5442",
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      2
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    "rationale": "Setting and checking the gaps between parts is measured and adjusted by hand.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": null,
    "occupationId": null
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  {
    "taskId": "uk-8142-T-21681",
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      3,
      1,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The regulations are published, but working safely is something a person does physically on the line, minute by minute.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8142",
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  {
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    "d": [
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      0,
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Loading and running welding equipment on real parts requires someone at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8142",
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  {
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Lifting an engine into a chassis is heavy physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting seats and trim into a vehicle is done by hand inside the car.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      2
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    "confidence": "high",
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    "rationale": "Routing and connecting wiring inside a vehicle needs hands in tight spaces.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-8142",
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  {
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      1
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    "rationale": "Building wiring looms is manual assembly work.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8142",
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  {
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      4,
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      0,
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      2
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    "confidence": "high",
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    "rationale": "Quality checks at each production stage rely on looking at, smelling and tasting the product.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2129",
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  {
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      3
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    "confidence": "medium",
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    "rationale": "Turning work orders into job assignments is scheduling from written information.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5449",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Moving finished goods to storage is lifting and carrying that needs a person there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      0,
      3
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    "unstable": false,
    "rationale": "Checking work orders and drawings against each other is careful document comparison software does thoroughly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      1
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    "unstable": false,
    "rationale": "Keeping production machinery running means working on it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5223",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Driving a forklift means being in the seat.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:24:42.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9121",
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  {
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    "d": [
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      4,
      0,
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Operating presses and forging machines means being at the machine feeding metal through.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-8142",
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  {
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Moving between stations on a production line is physical work at each station.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      3,
      2
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    "confidence": "high",
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    "rationale": "Training someone on a specific job procedure means being at the machine or line showing them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:33:03.484Z",
    "keyingScheme": "text-only",
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    "occupationId": null
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  {
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      3
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    "unstable": false,
    "rationale": "Reading test results against a written standard is document work software already handles, with a person checking unusual results.",
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    "modelId": "claude-opus-5",
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      2
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    "rationale": "Checking that products meet standards means handling and examining them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
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      2
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    "rationale": "Measuring finished products with precision instruments requires handling them.",
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    "modelId": "claude-opus-5",
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      3
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    "rationale": "Checking that delivered products match the specification means physically examining them.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
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    "scoredUnderOccupationId": "uk-soc-4131",
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      3
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:11.761Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8143",
    "occupationId": null
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      1
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    "rationale": "Adjusting a physical component means hands on the part, which software cannot do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-8143",
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  {
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      3
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    "rationale": "Calibration is a documented routine, but it is carried out by hand on the instrument itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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      1
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    "rationale": "Checking coating thickness and colour on the actual surface needs a person with gauges at the work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      2
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    "modelId": "claude-opus-5",
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    "rationale": "Correcting a fault means physically adjusting the product or the machine.",
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    "rationale": "Pulling logged results into a tidy report for managers is exactly the kind of writing software now does well.",
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      1
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      2
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      2
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    "confidence": "high",
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    "rationale": "Felling machines need an operator at the machine.",
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      1
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      3
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    "rationale": "Feeding material into rolls is manual.",
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    "rationale": "Safety guidance and briefings can be written automatically, but keeping the working area safe happens physically where the machines are.",
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    "rationale": "Dispatch paperwork is easy to automate, but batching and packing the materials is physical.",
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    "rationale": "Sanding needles smooth is handwork.",
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    "rationale": "Guiding heavy kit through tight spaces takes people, hoists and hands on the load.",
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      1
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    "unstable": false,
    "rationale": "Heating and bending steel needs a person holding the torch.",
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  {
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      4
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    "rationale": "Meeting health, safety and environmental duties is something done through how you physically work on site.",
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  {
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      3
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    "rationale": "Putting safety measures in place means physically fitting guardrails, barriers and signs where they are needed.",
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      1
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    "rationale": "Fitting guard rails and safety nets means working at height with the materials.",
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    "modelId": "claude-opus-5",
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  {
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      2
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    "rationale": "Bolting and welding steel together is hands-on work on the structure.",
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      3
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    "rationale": "Getting waste off site safely means physically moving and sorting it.",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Making up chain and wire rope slings to specification is assembled by hand.",
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    "modelId": "claude-opus-5",
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      1
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    "rationale": "Bolting beams and columns together is hands-on work carried out on the structure, usually at height.",
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    "modelId": "claude-opus-5",
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      1
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    "unstable": false,
    "rationale": "Keeping a workstation tidy is physical work.",
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    "modelId": "claude-opus-5",
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      1
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    "confidence": "high",
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    "rationale": "Putting tools and equipment away is physical.",
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    "modelId": "claude-opus-5",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Paint has to be laid onto the actual road surface, so this needs a person and a machine out on site.",
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    "modelId": "claude-opus-5",
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      2
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    "unstable": false,
    "rationale": "Laying and rolling hot asphalt to specification is done with plant on the carriageway, which software cannot do.",
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    "modelId": "claude-opus-5",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Laying kerbs, paving and drains is heavy hands-on work carried out at the roadside.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Resurfacing is heavy work on the road itself, and none of it can be handed to a computer.",
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    "modelId": "claude-opus-5",
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      4
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    "rationale": "Applying safety and environmental procedures on a live road is done through how you physically work there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      2
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    "rationale": "Digging and reinstating road surfaces is heavy physical work.",
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      1
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    "rationale": "Driving heavy machinery means sitting in the cab.",
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    "rationale": "Driving machines to site is physical work.",
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    "rationale": "Fitting drain covers and gully gates into the road is physical installation.",
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      2
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    "rationale": "Spreading material means operating a machine on site.",
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      2
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    "rationale": "Putting out cones, signs and barriers and working inside them is physical work on the carriageway.",
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    "rationale": "Resurfacing repairs are done by hand with power tools.",
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    "rationale": "Shovelling tarmac is physical work.",
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    "rationale": "Locating and digging around buried services is careful physical work.",
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    "rationale": "Installing traffic lights and street lighting is physical work with columns, cabling and equipment.",
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    "rationale": "Keeping material flowing into the hopper means working on the machine.",
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    "confidence": "high",
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    "rationale": "Driving a snowplough lorry along a road is physical work at the wheel in poor conditions.",
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      1
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    "confidence": "high",
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  {
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      1
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  {
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      3
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    "confidence": "high",
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    "rationale": "Checking switch mechanisms in the track bed means being there with hand tools and test gear.",
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  {
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  {
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      3
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    "rationale": "Fitting, swapping or maintaining track assets is physical work on the railway itself.",
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  {
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    "confidence": "medium",
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    "rationale": "Keeping a team safe on a live railway depends on people watching and acting in the moment.",
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    "rationale": "Running a spike driving machine along the track is hands-on machine operation.",
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      1
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    "rationale": "Tightening rail joint bolts with a wrench is manual work at the joint.",
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    "rationale": "Correcting track alignment by hand is physical work done as a team on site.",
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      2
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    "rationale": "Holding safety responsibility for a track team is a named, trained role carried out on the ground.",
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    "rationale": "Installing overhead line steelwork is heavy construction work at the trackside.",
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    "rationale": "Asset records are structured entries that rail asset systems capture and report on automatically.",
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    "rationale": "Operating a sleeper-cutting machine is physical work at the track.",
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    "rationale": "Rigging, lifting and placing loads is physical work with the load and the lifting equipment.",
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    "rationale": "Changing oil in machinery is physical work.",
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    "rationale": "Reporting recurring engineering problems is written work that can largely be drafted from records.",
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    "rationale": "Running guide wires and fixing them to rails is physical set-up work on site.",
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    "occupationId": null
  },
  {
    "taskId": "uk-8159-T-09568",
    "score": 6,
    "band": "minimal",
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      2,
      10
    ],
    "d": [
      1,
      3,
      3,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Finding asbestos or lead means taking readings and samples at the building, and asbestos identification must come through an accredited analyst.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:33:54.071Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8159",
    "occupationId": null
  },
  {
    "taskId": "uk-8159-T-17637",
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      0,
      4
    ],
    "d": [
      0,
      4,
      3,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Stripping asbestos or lead from surfaces is licensed hands-on work software cannot do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8159",
    "occupationId": null
  },
  {
    "taskId": "uk-8159-T-02340",
    "score": 0,
    "band": "minimal",
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      0,
      4
    ],
    "d": [
      0,
      4,
      3,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Building a sealed containment before stripping asbestos is physical construction work that licensed removal rules require trained operatives to do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:33:54.071Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8159",
    "occupationId": null
  },
  {
    "taskId": "uk-8159-T-03865",
    "score": 24,
    "band": "low",
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      17,
      31
    ],
    "d": [
      2,
      2,
      2,
      0,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Waste rules are published and easy to look up, but complying means handling and moving the waste under a permitted arrangement.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:33:54.071Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8159",
    "occupationId": null
  },
  {
    "taskId": "uk-8159-T-18792",
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      4
    ],
    "d": [
      0,
      4,
      3,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Handling and removing hazardous material is physical work on site, and licensed asbestos work may only be done by authorised operatives.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:33:54.071Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8159",
    "occupationId": null
  },
  {
    "taskId": "uk-8159-T-03063",
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      4
    ],
    "d": [
      0,
      4,
      3,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning asbestos moulds is physical, licensed work carried out in protective equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8159",
    "occupationId": null
  },
  {
    "taskId": "uk-8159-T-03155",
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      0,
      4
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    "d": [
      0,
      4,
      2,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning up a spilled hazardous substance is hands-on work at the spill with protective equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:33:54.071Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8159",
    "occupationId": null
  },
  {
    "taskId": "uk-8159-T-03077",
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      4
    ],
    "d": [
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      4,
      3,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning contaminated areas with blasting and pumping equipment is hands-on work software cannot do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8159",
    "occupationId": null
  },
  {
    "taskId": "uk-8159-T-03085",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning with steam and hoses is hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8111",
    "occupationId": null
  },
  {
    "taskId": "uk-8159-T-07531",
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      0,
      4
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    "d": [
      0,
      4,
      2,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Driving contaminated waste to a licensed tip is physical work behind the wheel.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8159",
    "occupationId": null
  },
  {
    "taskId": "uk-8159-T-19592",
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      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Sorting materials for reuse or disposal is done by hand on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8159",
    "occupationId": null
  },
  {
    "taskId": "uk-8159-T-03060",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning and tidying a work area is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6221",
    "occupationId": null
  },
  {
    "taskId": "uk-8159-T-09188",
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      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Gluing and assembling blind components is hands-on making.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8159",
    "occupationId": null
  },
  {
    "taskId": "uk-8159-T-10395",
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      4,
      12
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    "d": [
      1,
      3,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking a site has the access and power needed means going there and looking.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8159",
    "occupationId": null
  },
  {
    "taskId": "uk-8159-T-21010",
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      4
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    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Unloading and checking materials happens at the delivery on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5319",
    "occupationId": null
  },
  {
    "taskId": "uk-8159-T-02643",
    "score": 7,
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    "range": [
      3,
      11
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    "d": [
      1,
      3,
      1,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Inspecting finished work means being on site with the drawings, seeing what was actually built.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8159",
    "occupationId": null
  },
  {
    "taskId": "uk-8159-T-03146",
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      4
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    "d": [
      0,
      4,
      0,
      1,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Clearing up the site and handing it over is physical work done in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8159",
    "occupationId": null
  },
  {
    "taskId": "uk-8159-T-05434",
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      4
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    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cutting panels to size is done with tools at the work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5319",
    "occupationId": null
  },
  {
    "taskId": "uk-8159-T-10214",
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      11
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    "d": [
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      3,
      1,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Checking tools and lifting gear before use means handling each item.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8159",
    "occupationId": null
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  {
    "taskId": "uk-8159-T-10827",
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      45
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    "d": [
      2,
      1,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can read drawings, method statements and rules and flag what matters, but a person checks it against the real site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8159",
    "occupationId": null
  },
  {
    "taskId": "uk-8159-T-19124",
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    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Picking up and using the right tools and materials is the physical work itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5319",
    "occupationId": null
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  {
    "taskId": "uk-8159-T-20816",
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      4
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    "d": [
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Moving and lifting materials is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5319",
    "occupationId": null
  },
  {
    "taskId": "uk-8159-T-02110",
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      4
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    "d": [
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      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fixing parts together with glue, nails and screws is manual assembly work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T12:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-8159-T-02644",
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      4
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    "d": [
      0,
      4,
      1,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking plumb and level then putting it right is hands-on work with tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8159",
    "occupationId": null
  },
  {
    "taskId": "uk-8159-T-07822",
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    "range": [
      6,
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    "d": [
      2,
      3,
      0,
      0,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Confirming materials are on site and undamaged means physically looking at them, though the checklist comes from the order.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8159",
    "occupationId": null
  },
  {
    "taskId": "uk-8159-T-09547",
    "score": 56,
    "band": "partial",
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      49,
      63
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    "d": [
      3,
      1,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Choosing suitable kit is a specification and comparison task, with occasional hands-on checking.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T14:35:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3432",
    "occupationId": null
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  {
    "taskId": "uk-8159-T-12877",
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      4
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      4,
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      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Using a plumb bob and spirit level means holding the tools against the actual structure.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9129",
    "occupationId": null
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  {
    "taskId": "uk-8159-T-20812",
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      4
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Moving items to the work site is physical carrying and driving.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9129",
    "occupationId": null
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  {
    "taskId": "uk-8159-T-02662",
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      4
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    "d": [
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Minor building repairs are done with tools in hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8159",
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  {
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      4
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    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Patching plaster is a hands-on trade skill.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8159",
    "occupationId": null
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  {
    "taskId": "uk-8159-T-04293",
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      4
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    "d": [
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Site maintenance is physical work carried out around the building.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8159",
    "occupationId": null
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  {
    "taskId": "uk-8159-T-01465",
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    "d": [
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      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Assembling furniture means physically putting the parts together.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:36.798Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5316",
    "occupationId": null
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  {
    "taskId": "uk-8159-T-08897",
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      4
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    "d": [
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fixing a dripping tap needs hands and a spanner.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8159",
    "occupationId": null
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  {
    "taskId": "uk-8159-T-10661",
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      4
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    "d": [
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      4,
      2,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Installing wiring, pipework and equipment is physical work software cannot do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3
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    "rationale": "Planning maintenance jobs around building safety rules is scheduling and document work software does well.",
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    "rationale": "Changing light bulbs is a physical job.",
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    "confidence": "high",
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    "rationale": "Cleaning and changing ventilation filters is hands-on work.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting locks and alarms to doors and windows is physical installation.",
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    "modelId": "claude-opus-5",
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    "unstable": false,
    "rationale": "Putting up shelves is physical work with tools.",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Painting roofs, windows and doors is hands-on work.",
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    "rationale": "Fitting handles, hinges and fittings is physical work; only the choosing could be helped by software.",
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    "rationale": "Clearing gutters means going up a ladder.",
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      3
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    "unstable": false,
    "rationale": "Repair costs are worked out from measurements and price data, which software does well once someone has seen the damage.",
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    "rationale": "Fitting curtain rails is a hands-on job.",
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      1
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    "confidence": "high",
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    "rationale": "Building a shed is physical work in a workshop or garden.",
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    "rationale": "Painting and decorating rooms is hands-on work.",
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    "rationale": "Realigning or rehanging a door is physical adjustment work.",
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    "confidence": "high",
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    "rationale": "Sorting out an overflowing pipe means getting to it with tools.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Clearing a blocked sink means reaching into it with tools.",
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    "rationale": "Cleaning equipment and work areas is physical work.",
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    "unstable": false,
    "rationale": "Making wooden counters is hands-on joinery.",
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    "rationale": "Making wooden partitions is hands-on joinery.",
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    "rationale": "Mopping floors and emptying bins is physical work.",
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    "rationale": "Repairing wooden benches is hands-on work with tools.",
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      2,
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      2
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    "rationale": "Testing and treating water systems means taking samples and dosing the system on site.",
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      1
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    "confidence": "high",
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    "rationale": "Gardening is physical outdoor work.",
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      1
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    "rationale": "Hanging picture frames is a hands-on job.",
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      3
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    "rationale": "Logging parts used against a job is straightforward data entry.",
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      1
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    "rationale": "Moving furniture is physical work.",
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      3
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    "rationale": "Looking up parts and placing orders with suppliers is ordinary purchasing admin that software already does.",
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      2
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    "rationale": "Fitting insulation to buildings and pipes is physical work.",
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      2
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    "rationale": "Digging to lay underground cable is heavy physical work.",
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    "rationale": "Digging cable trenches is physical ground work.",
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    "rationale": "Laying cable in a trench is manual and machine work on site.",
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    "confidence": "high",
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    "rationale": "Testing conductors means putting instruments on the actual cables to see what is connected where.",
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      4
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    "rationale": "Working safely is something done with your hands and body on site, even though the rules themselves are written down.",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Insulation and continuity tests need instruments connected on site by a competent person, though the results write themselves up.",
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    "rationale": "Installing distribution and transmission systems is physical work software cannot do.",
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    "modelId": "claude-opus-5",
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      3
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    "confidence": "high",
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    "rationale": "Installing and connecting earthing systems is physical work with cable, rods and ground.",
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    "modelId": "claude-opus-5",
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    "unstable": false,
    "rationale": "Finding and repairing underground supply faults, including live work, is hands-on and tightly controlled.",
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      1
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    "rationale": "Pulling cable through ducts needs hands or a winch at the duct.",
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    "rationale": "Splicing cable is done with tools in hand.",
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    "modelId": "claude-opus-5",
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    "rationale": "Fitting cross-arms and insulators to poles is manual assembly.",
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    "rationale": "Climbing poles and ladders is physical work.",
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    "rationale": "Setting poles with cranes is heavy physical work.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Joining conductors by twisting, clamping and soldering is manual work.",
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    "rationale": "Opening switches to make fallen lines safe is a physical act by an authorised person.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Stringing cables between poles and towers is physical work in the field.",
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    "modelId": "claude-opus-5",
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    "rationale": "Safety and environmental rules are written down, but keeping a site safe means people watching what happens there.",
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    "rationale": "Placing insulation over conductors is physical work.",
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    "rationale": "Driving tools and materials to site is physical work behind the wheel.",
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    "rationale": "Analysis can be automated, but improving a live network involves work on the equipment.",
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    "rationale": "Work and safety records are structured entries that site software captures, stores and reports on with little manual effort.",
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    "rationale": "Dry lining is a hands-on trade skill.",
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    "rationale": "Laying insulation in ceiling voids is physical work.",
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    "rationale": "Sealing the gap between ceiling tiles and walls is done by hand at the joint.",
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    "rationale": "Fixing lath to a building frame is physical work.",
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    "rationale": "Fitting insulation between studs is physical work.",
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    "rationale": "Tacking moisture barriers over insulation is hands-on work.",
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    "rationale": "Bringing down a chimney or building is physical demolition work carried out on the structure itself.",
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  {
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      3
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    "rationale": "The paperwork and consignment notes can be prepared by software, but asbestos disposal must run through licensed carriers and permitted sites.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "rationale": "Placing explosive charges is a physical act only licensed people may carry out.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8159",
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      2
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    "unstable": false,
    "rationale": "Working safely alongside others on site is about how a person behaves in the place itself.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "unstable": false,
    "rationale": "Wiring detonators is a hands-on, licensed task.",
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    "modelId": "claude-opus-5",
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    "rationale": "Dismantling metalwork in a demolition is heavy physical work.",
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    "unstable": false,
    "rationale": "Loading explosives into blast holes is licensed hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-8159",
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      1,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Feeding rubble into a crusher is physical work with machinery.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8159",
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  {
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      4,
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    "confidence": "high",
    "unstable": false,
    "rationale": "Operating a crane magnet to sort metal is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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      2
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8159",
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    "confidence": "high",
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    "rationale": "Wearing and checking protective equipment is something a person does with their own kit.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-8159",
    "occupationId": null
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  {
    "taskId": "uk-8159-T-05078",
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      1
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    "rationale": "Stemming blast holes with clay or sand is hands-on work.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "occupationId": null
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  {
    "taskId": "uk-8159-T-09802",
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    "rationale": "Spotting when a space has become dangerous, and acting on it, depends on trained people being there.",
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      1
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    "rationale": "Deciding a blast's size means examining the site, and only a licensed person may make that call.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8159",
    "occupationId": null
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      4,
      3,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Moving and storing explosives is physical work under licence.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8159",
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      2
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    "rationale": "Taking out doors and windows is hands-on work.",
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    "modelId": "claude-opus-5",
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      0,
      2
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    "unstable": false,
    "rationale": "Setting up and running drilling rigs is physical work.",
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    "modelId": "claude-opus-5",
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    "rationale": "Stripping fittings out of a building is physical work.",
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      3
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      2
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    "rationale": "Driving machines and materials to site is physical work.",
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      2
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    "rationale": "Checking and servicing tools means handling them, with the defect report the smaller part.",
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    "rationale": "Planning and prioritising the day's activities is scheduling work software does well from the job list and rules.",
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    "rationale": "Writing up hazards and unsafe practices is document work software helps with, though someone must see them first.",
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    "rationale": "Tamping material over charges is hands-on work.",
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    "rationale": "Clearing and repairing drains and sewers is physical work.",
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    "rationale": "Finding a blockage means lifting the cover and looking down the manhole.",
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    "rationale": "Jetting sewers is physical work with heavy equipment.",
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    "rationale": "Cutting into a live sewer main to fit a saddle is heavy hands-on work in the excavation.",
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    "unstable": false,
    "rationale": "Handling a complaint properly depends on the worker trusting the person they are talking to.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8160",
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  },
  {
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      32,
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      0,
      2,
      3
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    "unstable": false,
    "rationale": "The message can be drafted easily, but people expect their own manager to deliver it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8160",
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  },
  {
    "taskId": "uk-8160-T-08603",
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      1,
      0,
      1,
      3
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    "unstable": false,
    "rationale": "Turning company policy into a clear explanation is writing work, though the briefing usually happens in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6136",
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  },
  {
    "taskId": "uk-8160-T-11951",
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      89,
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      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping production records up to date is data entry that factory systems already automate.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:25:43.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8160",
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  },
  {
    "taskId": "uk-8160-T-12719",
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    "d": [
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      2,
      0,
      1,
      2
    ],
    "confidence": "low",
    "unstable": false,
    "rationale": "Sorting out volume problems generally means being on the floor where the bottleneck actually is.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:25:43.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8160",
    "occupationId": null
  },
  {
    "taskId": "uk-8160-T-14215",
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    "band": "high",
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      68,
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      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Ordering parts and supplies is routine purchasing that ordering systems already largely handle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5250",
    "occupationId": null
  },
  {
    "taskId": "uk-8160-T-15580",
    "score": 93,
    "band": "very high",
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      89,
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    "d": [
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      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Detailed production reports are assembled from recorded data, which software does quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1121",
    "occupationId": null
  },
  {
    "taskId": "uk-8160-T-21205",
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    "band": "high",
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      57,
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    "d": [
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      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Turning data into presentations is a strong point for software, though someone puts them in front of managers.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2433",
    "occupationId": null
  },
  {
    "taskId": "uk-8160-T-02425",
    "score": 100,
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      96,
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      0,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "This is arithmetic using standard formulae and published conversion tables, which software does faster and more accurately than by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:02:11.761Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8160",
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  },
  {
    "taskId": "uk-8160-T-06660",
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      25,
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      1,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "New product design needs detailed knowledge of the specific equipment and materials in that factory.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:25:43.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8160",
    "occupationId": null
  },
  {
    "taskId": "uk-8211-T-07545",
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    "d": [
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      3,
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Driving a lorry within tachograph and hours rules means a licensed person physically at the wheel.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8211",
    "occupationId": null
  },
  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Checking oil, fuel, water and safety kit means opening the cab and looking, so someone has to be there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8211",
    "occupationId": null
  },
  {
    "taskId": "uk-8211-T-05569",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Getting goods to the door in one piece is a job of moving things in the real world.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8211",
    "occupationId": null
  },
  {
    "taskId": "uk-8211-T-10406",
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      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "A pre-departure walkaround means physically going round the vehicle, which no software can do for you.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8211",
    "occupationId": null
  },
  {
    "taskId": "uk-8211-T-11473",
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Lifting goods on and off a lorry is hands-on work that needs a person at the vehicle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8211",
    "occupationId": null
  },
  {
    "taskId": "uk-8211-T-14808",
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      14
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    "d": [
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      3,
      1,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "The check itself is hands-on, though software can help fill in the defect report once you have looked.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8211",
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  },
  {
    "taskId": "uk-8211-T-01938",
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    "d": [
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      4,
      0,
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Helping load and unload is physical lifting, so it needs someone at the vehicle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8211",
    "occupationId": null
  },
  {
    "taskId": "uk-8211-T-02962",
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Topping up tyres and fluids means handling the vehicle itself, which cannot be done from a screen.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8211",
    "occupationId": null
  },
  {
    "taskId": "uk-8211-T-05075",
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      1
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    "confidence": "high",
    "unstable": true,
    "rationale": "Coupling and uncoupling trailers, air lines and locks is hands-on mechanical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:57.058Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
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    "taskId": "uk-8211-T-07533",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Delivering by lorry needs a licensed driver physically behind the wheel.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8211",
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      3
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    "confidence": "high",
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    "rationale": "Carrying hazardous loads needs a certificated driver handling the goods in person, even though the rules are written down.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8211",
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      2
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    "confidence": "high",
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    "rationale": "Checking a vehicle for safety faults before a journey means walking round it and looking.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8211",
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      1
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    "unstable": false,
    "rationale": "Moving cargo on and off vehicles is physical work at the loading point.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8211",
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      1
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    "rationale": "Positioning a lorry for loading means driving it, watching the crew and judging the space in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8211",
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      2
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    "unstable": false,
    "rationale": "Strapping and sheeting a load so nothing shifts is hands-on work on the vehicle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8211",
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      0,
      1,
      3
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    "unstable": false,
    "rationale": "Booking and scheduling deliveries is mostly messages and records, which software handles well, though you sometimes need to be there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8211",
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  {
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      2,
      0,
      1,
      2
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    "unstable": false,
    "rationale": "Software can pass messages, but much of this is talking about what you can see from the cab right now.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8211",
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  {
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Route planning software already does this well, though drivers still correct it for bridges, access and awkward drops.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8211",
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  {
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      0,
      2,
      1
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    "rationale": "Getting goods off the lorry is physical, and the customer conversation happens face to face at the delivery point.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8211",
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  {
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      1
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    "rationale": "Checking a load is secure means climbing on the vehicle and testing the straps by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8211",
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  {
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    "score": 83,
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Satnav reads maps and picks routes very well, though drivers still override it when a road suits no lorry.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8211",
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Service logs are records built from vehicle data, and software keeps them more reliably than hand-written sheets.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8211",
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  {
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      3
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    "unstable": false,
    "rationale": "Software can draft the report and the forms, but what happened is the driver's own account of being there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8211",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking instructions and routes against the job details is document work software can do most of.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
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    "rationale": "Someone has to be at the door with the device when the customer signs for the goods.",
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      3
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    "rationale": "Checking the load actually matches the paperwork means looking at the goods on the vehicle before setting off.",
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      4
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    "confidence": "high",
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    "rationale": "Delivery records are captured by handheld devices and transport systems that log and file them automatically.",
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      3
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    "confidence": "high",
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    "rationale": "Tracking when vehicles are due for service and MOT is diary and records work software does reliably.",
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      3
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    "unstable": false,
    "rationale": "Software can prepare the report, but noticing the defect or damage comes from the driver being with the vehicle.",
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      3
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    "rationale": "Filling in delivery paperwork is form work software handles well, though the driver captures it at the drop.",
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      1
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    "confidence": "high",
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    "rationale": "Changing a lorry tyre at the roadside is heavy physical work needing hands and tools.",
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    "modelId": "claude-opus-5",
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      4
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    "rationale": "Confirming drops and picking up new instructions is routine messaging that transport software already handles for most jobs.",
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    "rationale": "Driving to and over a weighbridge needs a licensed driver in the vehicle.",
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    "rationale": "Judging whether premises and vehicles meet standards means walking round and looking, though the write-up is desk work.",
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      3
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    "rationale": "Pulling job details out of a consignment note is document reading software does well, with odd handwritten notes to check.",
    "promptVersion": "task_scoring_v1.0",
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      3
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    "unstable": false,
    "rationale": "Working-hours records come straight off the tachograph, and software keeps and checks them accurately.",
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      4
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    "rationale": "Live traffic data and automatic rerouting are what navigation software already does better than checking reports by hand.",
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    "confidence": "high",
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    "rationale": "Watching a tanker being filled is a safety job needing a trained person standing at the vehicle.",
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    "rationale": "Winding trailer landing gear is physical work done by hand at the trailer.",
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    "rationale": "Card and app payments already handle much of this, but collecting at the door still needs someone there.",
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    "rationale": "Fitting chains, blades or sanders is heavy hands-on work at the vehicle.",
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    "rationale": "Fitting a bulb at the roadside is a small job that still needs hands on the vehicle.",
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    "rationale": "Ploughing snow means a licensed driver working the lorry and the blade in bad conditions.",
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    "rationale": "Washing a lorry is physical cleaning work.",
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    "rationale": "Driving a bus safely and courteously through traffic is physical work at the wheel by a licence holder.",
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    "rationale": "Driving the vehicle is the task, and it needs a licensed driver in the seat.",
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      3
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      3
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    "unstable": false,
    "rationale": "Keeping passengers safe means being on the vehicle watching what happens, and the driver holds the licence that carries that duty.",
    "promptVersion": "task_scoring_v1.0",
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      2
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    "rationale": "Helping an elderly or disabled passenger on board takes a person there to assist them.",
    "promptVersion": "task_scoring_v1.0",
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      2
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    "unstable": false,
    "rationale": "Helping someone on or off the bus, including deploying a ramp, is physical help given in person.",
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    "keyingScheme": "text+occupation",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Card readers and apps handle the money, but taking a fare still happens face to face in the cab.",
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    "modelId": "claude-opus-5",
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      3,
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Carrying students between home, school and activities is driving, done by a licensed driver on the bus.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8212",
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      2
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    "rationale": "Keeping people safe on a moving bus depends on the driver being there and in control.",
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    "rationale": "Readers already validate most tickets automatically, but checking passes at the door happens as people board.",
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      2
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    "unstable": false,
    "rationale": "School pick-ups and drop-offs to a strict timetable are driving work done in the vehicle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8212",
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    "rationale": "Fare, timetable and route information is published data that software presents accurately and instantly.",
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      1
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    "confidence": "high",
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    "rationale": "Lifting bags in and out of a boot is physical work only a person can do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3
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    "rationale": "Helping passengers on board depends on being there in person and reading what someone in front of you needs.",
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    "confidence": "high",
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    "rationale": "Parking and stabling the vehicle safely is done by the driver behind the wheel.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      2
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    "rationale": "Watching students board and alight safely needs the driver there as it happens.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "A passenger taken ill or a sudden delay is dealt with on the spot by whoever is on the bus.",
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    "rationale": "The daily walk-around means physically looking over the vehicle, and the driver is the one legally responsible for doing it.",
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    "rationale": "Defensive driving is the act of driving itself, judged and done second by second by the driver.",
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    "rationale": "Checking oil, fuel, water and safety kit means opening the cab and looking, so someone has to be there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Cleaning and checking over the car before each job is hands-on work.",
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    "rationale": "Cleaning a bus and keeping it roadworthy is hands-on work on the vehicle itself.",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Ticketing systems already process most payments, though taking money and checking passes happens at the door.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Refuelling means handling the pump at the depot, which takes a person on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Setting an example for other drivers works through how a person behaves at the wheel and around colleagues.",
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    "rationale": "Checking oil, water and fuel means opening the panels and looking, which needs hands on the vehicle.",
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    "modelId": "claude-opus-5",
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    "unstable": false,
    "rationale": "Judging safe speed for the conditions is driving, done by the person steering.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "The procedure is written down, but working through a breakdown happens at the roadside with the vehicle.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-8212",
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  },
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    "rationale": "Automated on-board announcement systems already handle most stop and service messages.",
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    "modelId": "claude-opus-5",
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    "rationale": "A weekly vehicle check means walking round the bus and physically testing things.",
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    "rationale": "Reading route risk assessments and duty paperwork before signing on is document work software prepares well.",
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  {
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      2
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    "rationale": "Representing the service well comes across through how a driver behaves with passengers in person.",
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  {
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      4
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    "rationale": "Traffic, weather and roadworks disruption is already tracked and reported automatically from live data feeds.",
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    "modelId": "claude-opus-5",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Operating the tail lift for a wheelchair user takes a person working the equipment at the door.",
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    "rationale": "Cleaning the bus interior is physical work done inside the vehicle.",
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    "modelId": "claude-opus-5",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-8212",
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  {
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      4
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    "rationale": "Satnav reads maps and picks routes very well, though drivers still override it when a road suits no lorry.",
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    "modelId": "claude-opus-5",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Keeping a log of takings is straightforward record-keeping, and ticket machines already capture the figures.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8212",
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Counting journeys or passengers and writing it up is routine reporting drawn from data the system already holds.",
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    "scoredUnderOccupationId": "uk-soc-8212",
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  {
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      4
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    "confidence": "high",
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    "rationale": "Fuel and takings reports are compiled straight from ticket machine and telematics data with almost no manual work.",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8212",
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      3
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    "confidence": "high",
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    "rationale": "Recording cash and fares in a log is basic bookkeeping that software does quickly and accurately.",
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    "rationale": "Helping people across the road means standing in the road with them.",
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      3
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    "confidence": "high",
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    "rationale": "Driving the vehicle safely through traffic is physical work at the wheel, and it needs a licensed driver behind it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:33:54.071Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8213",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Taking someone door to door is physical driving that still needs a licensed person at the wheel.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
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    "rationale": "Driving the vehicle itself is hands-on work no software an employer can buy today performs.",
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    "rationale": "Keeping passengers safe depends on the driver being in the vehicle for the whole journey.",
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    "rationale": "Helping someone in and out of a car needs a person physically there to steady them.",
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    "rationale": "Card readers and apps handle the money, but taking a fare still happens face to face in the cab.",
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    "modelId": "claude-opus-5",
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    "rationale": "Payment processing is ordinary software; the driver mainly holds out the card machine.",
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    "rationale": "Lifting bags in and out of a boot is physical work only a person can do.",
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    "rationale": "Meeting a booked passenger means driving to them, which stays with the driver.",
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    "rationale": "Writing up an accident report from the driver's account is standard paperwork software drafts well.",
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    "rationale": "Traffic and delay updates are largely automatic now, though the driver still reports from the road.",
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    "rationale": "Working out fares and fees is arithmetic that meters and booking software already do reliably.",
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    "rationale": "Keeping a cab clean and roadworthy means physically working on the vehicle.",
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    "modelId": "claude-opus-5",
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    "rationale": "Local information is easy to look up, but passengers usually get it in conversation during the ride.",
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    "confidence": "high",
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    "rationale": "Mapping apps work out routes and journey details at least as well as most drivers.",
    "promptVersion": "task_scoring_v1.0",
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      4
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    "rationale": "Booking apps already pass jobs and updates between drivers and controllers automatically.",
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      2,
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    "rationale": "Checking oil and filling up are simple physical jobs done at the vehicle.",
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    "modelId": "claude-opus-5",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Receiving job requests is normally an app notification now rather than a human exchange.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-8213",
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      3
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    "unstable": false,
    "rationale": "Spotting the fault needs someone in the vehicle; writing up the report itself is simple.",
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      3
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    "confidence": "high",
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    "rationale": "Checking lights, brakes and wipers means walking round the vehicle and working them by hand.",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Tracking devices already record routes automatically with no driver input needed.",
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    "modelId": "claude-opus-5",
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      4
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    "confidence": "high",
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    "rationale": "Fare, mileage and licensing records are generated and kept by meters and apps with little manual effort.",
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    "keyingScheme": "text+occupation",
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  },
  {
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    "d": [
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      1,
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fuel and takings reports are straightforward spreadsheet work built from records already held.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8213",
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Turning up at the office or garage to collect a vehicle means being there in person.",
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    "modelId": "claude-opus-5",
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    "d": [
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    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Vacuuming and cleaning a car interior is physical work.",
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    "modelId": "claude-opus-5",
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    "d": [
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    "confidence": "high",
    "unstable": false,
    "rationale": "Washing and polishing a car by hand is physical work.",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Getting a parcel from one place to another means physically travelling with it.",
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    "modelId": "claude-opus-5",
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    "confidence": "medium",
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    "rationale": "Confirming drops and taking new instructions is messaging apps already handle, but the driver is on the road.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-8214",
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    "rationale": "Route planning is exactly what satellite navigation and delivery software already do better than a person.",
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    "confidence": "medium",
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    "rationale": "Taking in instructions is straightforward, but collecting the items themselves is physical.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-8214",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Card readers and apps handle most of the payment itself, but the doorstep exchange still happens in person.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:33:54.071Z",
    "keyingScheme": "text+occupation",
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      3
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    "rationale": "Signatures and payments are collected at the customer's door.",
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    "confidence": "high",
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    "rationale": "Carrying papers between departments means walking them there.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Collecting the outgoing post is physical work around the building.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
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    "rationale": "Scanners and delivery apps already record what was delivered and to whom.",
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      3
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    "rationale": "Software can decide the order, but the parcels still have to be sorted by hand.",
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      2
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    "confidence": "high",
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    "rationale": "Cleaning, refuelling and servicing a vehicle is hands-on work.",
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    "rationale": "Post has to be physically sorted, carried and dispatched.",
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    "rationale": "Specimens and medicines have to be physically carried and handed over.",
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    "rationale": "Running errands means going places and fetching things.",
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    "rationale": "Passing on a message by phone is something automated calling and messaging systems already do.",
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    "rationale": "Road safety theory is well documented and can be taught with materials, but much of it is learned on the road.",
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    "confidence": "medium",
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    "rationale": "Session plans are easy to write, but running a cycle session happens outdoors with the riders.",
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    "rationale": "Correcting technique depends on watching a rider closely and reacting in the moment.",
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      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The rules themselves are published and easy to set out, but enforcing them with a pupil happens live during the lesson.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "d": [
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Promotional plans and materials draft easily, but building links with schools and clubs is done by people.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3
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    "rationale": "Setting out what a lesson will cover can be prepared in advance, but it is delivered to the pupil at the start of a drive.",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8215",
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    "taskId": "uk-8215-T-19951",
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      2
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    "unstable": false,
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "modelId": "claude-opus-5",
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  {
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    "keyingScheme": "text+occupation",
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  {
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  {
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      3
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    "modelId": "claude-opus-5",
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    "rationale": "Marking theory work and homework against known answers is exactly the kind of checking software does reliably.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Driving the lorry is done from behind the wheel.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Driving a lorry to a delivery point is physical work at the wheel that no current system does on public roads.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8219",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Moving cargo on and off a vehicle by hand or truck is physical work at the vehicle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "rationale": "Lifting goods on and off a lorry is hands-on work with the freight.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Manoeuvring in a tight street is done at the controls.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8219",
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    "confidence": "high",
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    "rationale": "Assessing risk as conditions change means being present and seeing them.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3417",
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    "rationale": "Load planning can be worked out, but shifting and checking the load happens in the vehicle.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8219",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Route planning against customer time windows is a well-solved computing problem.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Checking and restrapping a load is done with your hands.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Attending safeguarding and safety training is something the driver has to take part in personally.",
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    "keyingScheme": "text+occupation",
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    "rationale": "Fuelling and checking over a vehicle is done at the vehicle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Driver training must be attended in person by the licence holder for it to count.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The paperwork for returns and refusals is standard, though handling the goods happens at the door.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Driving considerately around cyclists and pedestrians happens in the cab, moment by moment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Slinging a load means hands on chains and hooks at the lifting point, and only trained, carded riggers are allowed to do it.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Showing safe lifting in practice means doing the lift with the gear in your hands.",
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    "unstable": false,
    "rationale": "Software can write the safe-handling rules, but actually moving and storing equipment safely happens on the shop floor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Sensor readings are easy for software to watch, but the operator acts on them from inside the cab.",
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    "modelId": "claude-opus-5",
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    "rationale": "Applying brakes and levers is done with hands and feet in the cab.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:55:12.172Z",
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    "taskId": "uk-8221-T-03170",
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    "band": "minimal",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning and greasing cables and pulleys is hands-on maintenance.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8221",
    "occupationId": null
  },
  {
    "taskId": "uk-8221-T-04442",
    "score": 28,
    "band": "low",
    "range": [
      21,
      35
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    "d": [
      3,
      2,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Lift plans, load charts and inspection forms are structured documents software handles well, though a qualified person signs the plan.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8221",
    "occupationId": null
  },
  {
    "taskId": "uk-8221-T-06137",
    "score": 28,
    "band": "low",
    "range": [
      21,
      35
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    "d": [
      3,
      2,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking weights against a lifting chart is calculation software does reliably, but lifts must still be planned by a properly trained person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:01:23Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8221",
    "occupationId": null
  },
  {
    "taskId": "uk-8221-T-07649",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Using jacks and hoists to lift heavy items is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-8221-T-10248",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking cables for wear means running your eyes and hands along them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8221",
    "occupationId": null
  },
  {
    "taskId": "uk-8221-T-10266",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      1,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Inspecting crane gear is done at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8221",
    "occupationId": null
  },
  {
    "taskId": "uk-8221-T-10765",
    "score": 49,
    "band": "partial",
    "range": [
      42,
      56
    ],
    "d": [
      3,
      1,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Reading contract and site paperwork to work out what the lift involves is document work software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8221",
    "occupationId": null
  },
  {
    "taskId": "uk-8221-T-11738",
    "score": 3,
    "band": "minimal",
    "range": [
      0,
      10
    ],
    "d": [
      1,
      3,
      0,
      3,
      1
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Safe lifting depends on constant, trusted talk between the cab and the crew on the ground.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8221",
    "occupationId": null
  },
  {
    "taskId": "uk-8221-T-13302",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      1,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Watching hand signals and site markings while driving the machine is done from the seat.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8221",
    "occupationId": null
  },
  {
    "taskId": "uk-8221-T-13573",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Moving materials round a site means driving the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8221",
    "occupationId": null
  },
  {
    "taskId": "uk-8221-T-13946",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Operating a cherry picker is hands-on machine control.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8221",
    "occupationId": null
  },
  {
    "taskId": "uk-8221-T-14120",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Operating a crane means being at the controls.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:24:42.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5317",
    "occupationId": null
  },
  {
    "taskId": "uk-8221-T-18802",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      1,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Setting up and placing a load is physical crane work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8221",
    "occupationId": null
  },
  {
    "taskId": "uk-8221-T-19524",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      1,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Signalling workers to position equipment is done on site in view of them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8221",
    "occupationId": null
  },
  {
    "taskId": "uk-8221-T-02004",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Unloading materials is lifting and carrying, which software cannot do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-8221-T-03187",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Climbing a ladder to set up a derrick is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:55:12.172Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-8221-T-07076",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      2,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Directing helpers placing blocking under a crane happens right next to them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:12:22.429Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-8221-T-10221",
    "score": 9,
    "band": "minimal",
    "range": [
      2,
      16
    ],
    "d": [
      1,
      3,
      1,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The reporting can be automated, but checking and maintaining lifting gear means handling the equipment itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:01:23Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8221",
    "occupationId": null
  },
  {
    "taskId": "uk-8221-T-10593",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      1,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting crane cables is heavy hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8221",
    "occupationId": null
  },
  {
    "taskId": "uk-8221-T-11473",
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    "band": "minimal",
    "range": [
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      4
    ],
    "d": [
      0,
      4,
      2,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Lifting goods on and off a lorry is done from the machine, and the operator needs recognised lifting certification.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:01:23Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8221",
    "occupationId": null
  },
  {
    "taskId": "uk-8221-T-12263",
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    "band": "minimal",
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      4
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    "d": [
      0,
      4,
      0,
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Repairing mechanisms means working on the parts with tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5236",
    "occupationId": null
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  {
    "taskId": "uk-8221-T-13559",
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      4
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Moving containers into bins means driving the equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8221",
    "occupationId": null
  },
  {
    "taskId": "uk-8221-T-13574",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Shifting hoists and loads by hand or vehicle is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8221",
    "occupationId": null
  },
  {
    "taskId": "uk-8221-T-13951",
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    "band": "minimal",
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      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Operating air-driven hoists is done at the controls.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8221",
    "occupationId": null
  },
  {
    "taskId": "uk-8221-T-13964",
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    "band": "minimal",
    "range": [
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      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Raising a derrick is done at the machine’s controls.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8221",
    "occupationId": null
  },
  {
    "taskId": "uk-8221-T-13990",
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    "band": "minimal",
    "range": [
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      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Operating a lifting magnet is hands-on machine control.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8221",
    "occupationId": null
  },
  {
    "taskId": "uk-8221-T-17837",
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    "band": "minimal",
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      4
    ],
    "d": [
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      4,
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      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Repairing and adjusting equipment with hand tools is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9131",
    "occupationId": null
  },
  {
    "taskId": "uk-8221-T-18917",
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    "band": "minimal",
    "range": [
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      4
    ],
    "d": [
      0,
      4,
      2,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Strapping and securing a load happens physically on the vehicle, and the person doing it needs recognised lifting training.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:01:23Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8221",
    "occupationId": null
  },
  {
    "taskId": "uk-8221-T-19054",
    "score": 16,
    "band": "minimal",
    "range": [
      9,
      23
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Weights, sizes and load charts are exactly the kind of figures software checks well, but the load is in front of you.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:55:12.172Z",
    "keyingScheme": "text-only",
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    "occupationId": null
  },
  {
    "taskId": "uk-8221-T-19706",
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    "band": "minimal",
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      4
    ],
    "d": [
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Starting a hoist engine is done at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8221",
    "occupationId": null
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  {
    "taskId": "uk-8221-T-19709",
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    "band": "minimal",
    "range": [
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      4
    ],
    "d": [
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Working levers, pedals and throttles is physical control of the winch.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8221",
    "occupationId": null
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  {
    "taskId": "uk-8221-T-02668",
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    "band": "minimal",
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      4
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    "d": [
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      4,
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      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Minor repairs in the cab or on the crane are done with tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8221",
    "occupationId": null
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  {
    "taskId": "uk-8221-T-07174",
    "score": 0,
    "band": "minimal",
    "range": [
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      4
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    "d": [
      0,
      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Disconnecting cables is done by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8221",
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  {
    "taskId": "uk-8221-T-13879",
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    "d": [
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      4,
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Oiling a winch drum is hands-on maintenance.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:55:12.172Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-8221-T-18541",
    "score": 56,
    "band": "partial",
    "range": [
      49,
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    "d": [
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      3
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      2
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    "rationale": "Driving a forklift to move pallets is physical work in a real warehouse.",
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      2
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    "rationale": "Moving goods on and off a lorry needs a person on the truck, and operators must hold accredited forklift training.",
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    "modelId": "claude-opus-5",
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      1
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    "rationale": "Moving loads around the warehouse is physical work.",
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    "modelId": "claude-opus-5",
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  {
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      1
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    "unstable": false,
    "rationale": "Operating lifting equipment needs a person on the machine.",
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    "modelId": "claude-opus-5",
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      3
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    "rationale": "Matching a load to the paperwork is routine checking, but it happens with the goods in front of you.",
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    "modelId": "claude-opus-5",
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      2
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    "rationale": "Using the equipment properly is hands-on work at the machine, not something done from a screen.",
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    "modelId": "claude-opus-5",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Checking a machine works properly means switching it on and looking at it.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:13:44.082Z",
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      1
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    "rationale": "Stacking materials and products is physical work.",
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    "modelId": "claude-opus-5",
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      2
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    "unstable": false,
    "rationale": "Cleaning, refuelling and servicing a vehicle is hands-on work.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
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  {
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      1
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    "rationale": "Securing a load and keeping it intact is hands-on work.",
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    "modelId": "claude-opus-5",
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      1
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    "rationale": "Loading and unloading containers is physical work.",
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  {
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      3
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    "rationale": "The manuals and rules are well documented, but following them means working on the truck itself.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-8222",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Picking items means walking the aisles and lifting stock off the shelves.",
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    "modelId": "claude-opus-5",
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      2
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    "rationale": "Checking and maintaining machinery means hands on the equipment.",
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    "modelId": "claude-opus-5",
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  {
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      3
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    "rationale": "Stock records are the paperwork side of the job and software handles them well, though pallets still need counting.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-8222",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Recovering and cleaning equipment for reuse is physical work at the equipment itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Radio calls happen while driving round the site, so they belong to the person on the truck.",
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    "modelId": "claude-opus-5",
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  {
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      0,
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      3
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    "confidence": "medium",
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    "rationale": "Weighing goods means handling them, even though the numbers themselves are simple to record.",
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    "d": [
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      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Servicing tractors and combines is done with tools in hand.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:25:34.214Z",
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      2
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    "rationale": "Driving a tractor is work done from the cab, so a person has to be there operating it.",
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    "scoredAt": "2026-08-05T10:01:23Z",
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    "scoredUnderOccupationId": "uk-soc-8229",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Hitching implements to a tractor is done with spanners in the yard.",
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    "modelId": "claude-opus-5",
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    "rationale": "Harvesting stock is physical work.",
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      2
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    "rationale": "Maintaining farm machinery means spanners and hands on the equipment.",
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    "modelId": "claude-opus-5",
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      1
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    "unstable": false,
    "rationale": "Ploughing means driving the tractor across the field.",
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      1
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    "unstable": false,
    "rationale": "Sowing seed is done with machinery in the field.",
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      1
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    "rationale": "Repairing equipment is physical work on the item itself.",
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    "scoredAt": "2026-08-04T16:40:00.000Z",
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      1
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    "confidence": "high",
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    "rationale": "Filling a planter or sprayer hopper is lifting and pouring done at the machine.",
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    "scoredAt": "2026-08-05T10:01:23Z",
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    "rationale": "Loading and unloading containers is physical work.",
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      2
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    "unstable": false,
    "rationale": "Greasing and servicing equipment by hand is physical work.",
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      2
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    "rationale": "Operating farm machinery to the rules needs a person in the cab judging conditions as they work.",
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      2
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    "rationale": "Drilling a crop needs an operator on the machine.",
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    "rationale": "Repairing machinery is done with tools in the workshop.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Applying sprays and fertiliser needs someone driving the equipment across the field, and a pesticide certificate is legally required to do it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:01:23Z",
    "keyingScheme": "text+occupation",
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    "rationale": "The rules and plans can be written out, but avoiding spills and run-off depends on how the machine is actually driven and handled.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:01:23Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8229",
    "occupationId": null
  },
  {
    "taskId": "uk-8229-T-05408",
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      0,
      4
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    "d": [
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Hedge cutting is done from the tractor with attachments.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8229",
    "occupationId": null
  },
  {
    "taskId": "uk-8229-T-10203",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Feeding plants into the planter is done by hand on the move.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5111",
    "occupationId": null
  },
  {
    "taskId": "uk-8229-T-11481",
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      0,
      4
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    "d": [
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      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Loading hoppers with a forklift or auger is physical work.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5111",
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  },
  {
    "taskId": "uk-8229-T-13019",
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      0,
      4
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    "d": [
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      4,
      3,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Spraying is done from the machine in the field, and UK law requires the sprayer operator to hold a pesticide certificate.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8229",
    "occupationId": null
  },
  {
    "taskId": "uk-8229-T-13967",
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      4
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    "d": [
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      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Setting and adjusting machine controls is done with hands on the equipment.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8111",
    "occupationId": null
  },
  {
    "taskId": "uk-8229-T-14797",
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      0,
      4
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    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Combining requires an operator in the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "occupationId": null
  },
  {
    "taskId": "uk-8229-T-19974",
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      2,
      16
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      2,
      3,
      2,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Planning and scheduling can be produced automatically, but overseeing spraying in the field needs a certificated person present.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:01:23Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8229",
    "occupationId": null
  },
  {
    "taskId": "uk-8229-T-04452",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting hoses and nozzles to a sprayer is done by hand at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8229",
    "occupationId": null
  },
  {
    "taskId": "uk-8229-T-08816",
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      0,
      4
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    "d": [
      0,
      4,
      1,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Filling a sprayer tank with water and chemicals is physical handling of the mix.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-8229-T-11453",
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      0,
      4
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      0,
      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Directing spray by lifting and swinging the hose is physical work.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
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    "occupationId": null
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  {
    "taskId": "uk-8229-T-11897",
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      4
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    "d": [
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      4,
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      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping irrigation systems running means working on the pipework.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8229",
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  },
  {
    "taskId": "uk-8229-T-01771",
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      6,
      20
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    "d": [
      2,
      3,
      0,
      0,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Judging a crop's quality comes from handling and looking at it in the field or store.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:25:34.214Z",
    "keyingScheme": "text-only",
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  },
  {
    "taskId": "uk-8229-T-05077",
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      4
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    "d": [
      0,
      4,
      1,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Applying pesticide across ground at the right depth is done by an operator on the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
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  {
    "taskId": "uk-8229-T-11084",
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      4
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      4,
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      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Laying and moving irrigation pipes is physical work in the field.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5111",
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  {
    "taskId": "uk-8229-T-11806",
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      4
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      4,
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Clearing ditches and fixing pumps is manual work outdoors.",
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    "modelId": "claude-opus-5",
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  {
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      7
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      4,
      2,
      0,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Mixing agricultural chemicals is physical handling, and the products involved require a trained, certificated handler.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:01:23Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8229",
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  {
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      4
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    "d": [
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      4,
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Operating a straw blower means running the machine on site.",
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    "modelId": "claude-opus-5",
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  {
    "taskId": "uk-8229-T-17634",
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      4
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      4,
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Sealing and moving full containers is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5111",
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  {
    "taskId": "uk-8229-T-19712",
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      4
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      4,
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      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Starting pumps, feeders and conveyors is done at the machinery.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Moving and disposing of waste is physical work, whatever the rules require.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-9223",
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  {
    "taskId": "uk-8229-T-04176",
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      2
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    "confidence": "high",
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    "rationale": "Measuring grass covers means walking the paddock with the meter.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5111",
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  {
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      3
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    "confidence": "medium",
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    "rationale": "Checking stored grain means going into the store and taking readings.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5111",
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  {
    "taskId": "uk-8229-T-13747",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Hearing a machine running badly means being on the machine.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:30:00.000Z",
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  {
    "taskId": "uk-8229-T-17251",
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      3
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    "rationale": "Writing growth and health observations into records is data entry software handles well.",
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    "d": [
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      1
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    "confidence": "high",
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    "rationale": "Shovelling material into containers or machines is entirely physical.",
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    "modelId": "claude-opus-5",
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  {
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      3
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    "rationale": "The jobs themselves are physical, though the daily record-keeping part is simple for software.",
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      1
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    "confidence": "high",
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    "rationale": "Sorting produce on a moving conveyor is done by hand.",
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  {
    "taskId": "uk-8229-T-13729",
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      3
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    "rationale": "Passing on a fault report is simple, but noticing the fault means being on the line.",
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  {
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Positioning boxes at the machine is manual work.",
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    "modelId": "claude-opus-5",
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  {
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      3
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    "rationale": "Weights come off the scale in the yard, but recording them is routine data entry systems capture well.",
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    "modelId": "claude-opus-5",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Sowing grass seed for a new lawn is physical work.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5113",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Weighing filled containers means moving and placing them.",
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    "scoredUnderOccupationId": "uk-soc-8229",
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    "taskId": "uk-8231-T-07544",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Driving the train means a licensed driver physically at the controls for the whole journey.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:58:15.594Z",
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    "rationale": "Safe train handling is done by a licensed driver in the cab, using the controls in real time.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:58:15.594Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8231",
    "occupationId": null
  },
  {
    "taskId": "uk-8231-T-05638",
    "score": 5,
    "band": "minimal",
    "range": [
      0,
      12
    ],
    "d": [
      1,
      3,
      3,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Knowing how to isolate a fault and act on it is applied in the cab by a licensed driver.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:58:15.594Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8231",
    "occupationId": null
  },
  {
    "taskId": "uk-8231-T-14040",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      3,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Moving locomotives and trains around yards requires a licensed driver on board operating them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:58:15.594Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8231",
    "occupationId": null
  },
  {
    "taskId": "uk-8231-T-21196",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      3,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Working throttles and brakes is hands-on driving that only a licensed driver in the cab can do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:58:15.594Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8231",
    "occupationId": null
  },
  {
    "taskId": "uk-8231-T-02859",
    "score": 6,
    "band": "minimal",
    "range": [
      2,
      10
    ],
    "d": [
      1,
      3,
      2,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Pre-journey checks mean physically walking round and testing equipment before the train moves.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:58:15.594Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8231",
    "occupationId": null
  },
  {
    "taskId": "uk-8231-T-04696",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      2,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Door control is operated from the cab at the moment passengers board and alight.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:58:15.594Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8231",
    "occupationId": null
  },
  {
    "taskId": "uk-8231-T-05706",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      3,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Starting away and stopping at a platform is real-time driving by a licensed driver.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:58:15.594Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8231",
    "occupationId": null
  },
  {
    "taskId": "uk-8231-T-08916",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      4,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Driving a train to a timetable is physical work at the controls that the law reserves to a licensed train driver.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:33:54.071Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8231",
    "occupationId": null
  },
  {
    "taskId": "uk-8231-T-08958",
    "score": 6,
    "band": "minimal",
    "range": [
      0,
      13
    ],
    "d": [
      1,
      3,
      3,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "The rulebook is written down, but following it happens in the cab with a licensed driver responsible.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:58:15.594Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8231",
    "occupationId": null
  },
  {
    "taskId": "uk-8231-T-13962",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      2,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Opening and closing doors is a control operated on the vehicle at the right moment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:58:15.594Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8231",
    "occupationId": null
  },
  {
    "taskId": "uk-8231-T-02698",
    "score": 8,
    "band": "minimal",
    "range": [
      1,
      15
    ],
    "d": [
      1,
      3,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Pre-start and handover checks mean physically inspecting equipment, even though the checklist itself is written down.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:58:15.594Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8231",
    "occupationId": null
  },
  {
    "taskId": "uk-8231-T-03871",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      3,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Stopping, opening doors and dispatching at stations is physical work at the controls by a licensed driver.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:33:54.071Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8231",
    "occupationId": null
  },
  {
    "taskId": "uk-8231-T-07960",
    "score": 4,
    "band": "minimal",
    "range": [
      0,
      8
    ],
    "d": [
      1,
      3,
      3,
      2,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping passengers safe means being in the cab making judgement calls, and only a licensed train driver may hold that responsibility.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:33:54.071Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8231",
    "occupationId": null
  },
  {
    "taskId": "uk-8231-T-08952",
    "score": 6,
    "band": "minimal",
    "range": [
      0,
      13
    ],
    "d": [
      1,
      3,
      3,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Dispatch procedures are written, but carrying them out safely happens in the cab with a licensed driver.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:58:15.594Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8231",
    "occupationId": null
  },
  {
    "taskId": "uk-8231-T-14808",
    "score": 6,
    "band": "minimal",
    "range": [
      2,
      10
    ],
    "d": [
      1,
      3,
      3,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Preparing a train and recording defects means walking round it, and the licensed driver must carry that check out personally.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:33:54.071Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8231",
    "occupationId": null
  },
  {
    "taskId": "uk-8231-T-17902",
    "score": 36,
    "band": "low",
    "range": [
      29,
      43
    ],
    "d": [
      3,
      1,
      2,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "The report itself drafts easily, but a licensed train driver must give their own account of what happened.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:33:54.071Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8231",
    "occupationId": null
  },
  {
    "taskId": "uk-8231-T-02516",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      7
    ],
    "d": [
      0,
      4,
      2,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Calling out signals means seeing them from the moving cab and saying so out loud.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:58:15.594Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8231",
    "occupationId": null
  },
  {
    "taskId": "uk-8231-T-08924",
    "score": 12,
    "band": "minimal",
    "range": [
      5,
      19
    ],
    "d": [
      2,
      3,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "The procedure is written down, but working through a breakdown happens at the roadside with the vehicle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8212",
    "occupationId": null
  },
  {
    "taskId": "uk-8231-T-13296",
    "score": 11,
    "band": "minimal",
    "range": [
      4,
      18
    ],
    "d": [
      2,
      3,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Reading gauges is simple, but the driver has to be in the cab watching them while the train runs.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:58:15.594Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8231",
    "occupationId": null
  },
  {
    "taskId": "uk-8231-T-14969",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      2,
      1,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Stopping at each tram stop for passengers is driving work done in the vehicle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:58:15.594Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8231",
    "occupationId": null
  },
  {
    "taskId": "uk-8231-T-17090",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      2,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Taking a starting signal happens in the cab at the moment the train is ready to move.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:58:15.594Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8231",
    "occupationId": null
  },
  {
    "taskId": "uk-8231-T-21328",
    "score": 9,
    "band": "minimal",
    "range": [
      2,
      16
    ],
    "d": [
      2,
      3,
      2,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Route messages are simple information, but the driver has to be in the cab to receive and act on them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:58:15.594Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8231",
    "occupationId": null
  },
  {
    "taskId": "uk-8231-T-02956",
    "score": 18,
    "band": "minimal",
    "range": [
      11,
      25
    ],
    "d": [
      2,
      2,
      2,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Confirming brake tests were done is largely a records and communication check, though it happens around the yard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:58:15.594Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8231",
    "occupationId": null
  },
  {
    "taskId": "uk-8231-T-10316",
    "score": 6,
    "band": "minimal",
    "range": [
      2,
      10
    ],
    "d": [
      1,
      3,
      2,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking a locomotive for mechanical problems means physically looking over it before the run.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:58:15.594Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8231",
    "occupationId": null
  },
  {
    "taskId": "uk-8231-T-13490",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      2,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Watching the line ahead for obstructions requires the driver to be looking out of the moving cab.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:58:15.594Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8231",
    "occupationId": null
  },
  {
    "taskId": "uk-8231-T-17943",
    "score": 8,
    "band": "minimal",
    "range": [
      1,
      15
    ],
    "d": [
      2,
      3,
      2,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Reporting an emergency is quick radio work, but the driver has to be there to see what happened.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:58:15.594Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8231",
    "occupationId": null
  },
  {
    "taskId": "uk-8231-T-02958",
    "score": 13,
    "band": "minimal",
    "range": [
      6,
      20
    ],
    "d": [
      2,
      3,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking the right manuals and logbooks are in the cab is a simple records task with a quick physical look.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:15:27.973Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-8231-T-07384",
    "score": 36,
    "band": "low",
    "range": [
      29,
      43
    ],
    "d": [
      3,
      1,
      2,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Writing up delays and unscheduled stops is routine reporting, though the licensed driver must confirm their own account.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:33:54.071Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8231",
    "occupationId": null
  },
  {
    "taskId": "uk-8231-T-10400",
    "score": 6,
    "band": "minimal",
    "range": [
      2,
      10
    ],
    "d": [
      1,
      3,
      3,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking the unit over for defects before service means being at the train, and the licensed driver is accountable for the check.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:33:54.071Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8231",
    "occupationId": null
  },
  {
    "taskId": "uk-8231-T-12715",
    "score": 3,
    "band": "minimal",
    "range": [
      0,
      7
    ],
    "d": [
      1,
      3,
      3,
      3,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Handling a passenger taken ill or a sudden disruption means being on the train responding as the licensed driver in charge.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:33:54.071Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8231",
    "occupationId": null
  },
  {
    "taskId": "uk-8231-T-15337",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      3,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Moving an engine into position for the next shift is driving work done on board.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:58:15.594Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8231",
    "occupationId": null
  },
  {
    "taskId": "uk-8231-T-17271",
    "score": 49,
    "band": "partial",
    "range": [
      42,
      56
    ],
    "d": [
      3,
      1,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Logging faults and delays is form-filling that software already handles well once the driver notes the facts.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:58:15.594Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8231",
    "occupationId": null
  },
  {
    "taskId": "uk-8231-T-17947",
    "score": 62,
    "band": "high",
    "range": [
      58,
      66
    ],
    "d": [
      3,
      1,
      0,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Traffic, weather and roadworks disruption is already tracked and reported automatically from live data feeds.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8212",
    "occupationId": null
  },
  {
    "taskId": "uk-8231-T-21852",
    "score": 68,
    "band": "high",
    "range": [
      61,
      75
    ],
    "d": [
      3,
      0,
      0,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Incident reports follow a standard format software drafts well, but the facts come from what the guard witnessed.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9231",
    "occupationId": null
  },
  {
    "taskId": "uk-8231-T-04402",
    "score": 15,
    "band": "minimal",
    "range": [
      8,
      22
    ],
    "d": [
      2,
      2,
      3,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Safety-critical radio exchanges follow set wording, but a licensed driver must be the one giving and accepting them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:33:54.071Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8231",
    "occupationId": null
  },
  {
    "taskId": "uk-8231-T-07630",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      3,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Dealing with dangerous goods in an emergency is physical action at the scene by trained, certified staff.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:33:54.071Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8231",
    "occupationId": null
  },
  {
    "taskId": "uk-8231-T-11356",
    "score": 2,
    "band": "minimal",
    "range": [
      0,
      9
    ],
    "d": [
      0,
      3,
      3,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Route knowledge has to be built by travelling the route repeatedly and held in the driver's head.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:58:15.594Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8231",
    "occupationId": null
  },
  {
    "taskId": "uk-8231-T-13317",
    "score": 8,
    "band": "minimal",
    "range": [
      1,
      15
    ],
    "d": [
      1,
      3,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Watching freight being loaded correctly means being there while it happens.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:33:54.071Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8231",
    "occupationId": null
  },
  {
    "taskId": "uk-8231-T-15632",
    "score": 27,
    "band": "low",
    "range": [
      20,
      34
    ],
    "d": [
      2,
      1,
      3,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Route risk information can be prepared and presented by software, but the licensed driver must take it in and sign on for duty.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:33:54.071Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8231",
    "occupationId": null
  },
  {
    "taskId": "uk-8231-T-17589",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      3,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Shutting equipment down in an emergency requires a licensed driver physically at the controls.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:58:15.594Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8231",
    "occupationId": null
  },
  {
    "taskId": "uk-8231-T-19625",
    "score": 8,
    "band": "minimal",
    "range": [
      1,
      15
    ],
    "d": [
      2,
      3,
      2,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Talking to control about problems is ordinary communication, but the driver must be on the train to report them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:58:15.594Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8231",
    "occupationId": null
  },
  {
    "taskId": "uk-8231-T-03578",
    "score": 16,
    "band": "minimal",
    "range": [
      9,
      23
    ],
    "d": [
      2,
      2,
      0,
      3,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Building good working relationships with colleagues and passengers depends on real conversations rather than anything written in advance.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:33:54.071Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8231",
    "occupationId": null
  },
  {
    "taskId": "uk-8231-T-05658",
    "score": 6,
    "band": "minimal",
    "range": [
      0,
      13
    ],
    "d": [
      1,
      3,
      0,
      3,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Looking after passengers well depends on being on the train and responding to what people in front of you need.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:33:54.071Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8231",
    "occupationId": null
  },
  {
    "taskId": "uk-8231-T-07999",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      3,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Stabling a train safely is physical work at the controls, which only a licensed train driver may do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:33:54.071Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8231",
    "occupationId": null
  },
  {
    "taskId": "uk-8231-T-12237",
    "score": 53,
    "band": "partial",
    "range": [
      46,
      60
    ],
    "d": [
      3,
      1,
      0,
      1,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Automated on-board announcement systems already handle most stop and service messages.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8212",
    "occupationId": null
  },
  {
    "taskId": "uk-8231-T-16293",
    "score": 6,
    "band": "minimal",
    "range": [
      0,
      13
    ],
    "d": [
      1,
      3,
      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Representing the service well comes across through how a driver behaves with passengers in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8212",
    "occupationId": null
  },
  {
    "taskId": "uk-8232-T-02005",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Mooring and anchoring a vessel is rope and deck work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3311",
    "occupationId": null
  },
  {
    "taskId": "uk-8232-T-11470",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cargo has to be physically lifted, slung and stowed on and off the vessel, so someone must be there doing it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8232",
    "occupationId": null
  },
  {
    "taskId": "uk-8232-T-17558",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Refuelling means connecting hoses and watching tanks on the quayside, which needs a person on the spot.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8232",
    "occupationId": null
  },
  {
    "taskId": "uk-8232-T-01993",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Deck operations are physical work carried out on board.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3311",
    "occupationId": null
  },
  {
    "taskId": "uk-8232-T-07858",
    "score": 22,
    "band": "low",
    "range": [
      15,
      29
    ],
    "d": [
      2,
      2,
      2,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "The international rules are published and easy to check against, but verifying equipment condition means inspecting it aboard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:33:54.071Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8232",
    "occupationId": null
  },
  {
    "taskId": "uk-8232-T-11953",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Maintaining and repairing engines, motors and pumps is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
    "occupationId": null
  },
  {
    "taskId": "uk-8232-T-13995",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      1,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Steering a boat on a course is hands on the controls with eyes on the water, aboard the vessel.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8232",
    "occupationId": null
  },
  {
    "taskId": "uk-8232-T-20014",
    "score": 4,
    "band": "minimal",
    "range": [
      0,
      8
    ],
    "d": [
      1,
      3,
      3,
      2,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Overseeing engine technicians happens in the engine room, and a certificated engineer officer must hold that charge.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:33:54.071Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8232",
    "occupationId": null
  },
  {
    "taskId": "uk-8232-T-01878",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Helping the crew with maintenance and repairs is hands-on work aboard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5235",
    "occupationId": null
  },
  {
    "taskId": "uk-8232-T-04118",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      3,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Towing, transferring people and running survey work is physical vessel handling by a licensed boatmaster or officer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:33:54.071Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8232",
    "occupationId": null
  },
  {
    "taskId": "uk-8232-T-11663",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping equipment running well means working on it with tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:24:42.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8113",
    "occupationId": null
  },
  {
    "taskId": "uk-8232-T-12688",
    "score": 4,
    "band": "minimal",
    "range": [
      0,
      8
    ],
    "d": [
      1,
      3,
      3,
      2,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping everyone aboard safe means being on the vessel making decisions, which a certificated officer must do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:33:54.071Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8232",
    "occupationId": null
  },
  {
    "taskId": "uk-8232-T-14646",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      0
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Painting and varnishing the ship is manual work with a brush.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:27.864Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-8232-T-17911",
    "score": 21,
    "band": "low",
    "range": [
      14,
      28
    ],
    "d": [
      2,
      2,
      1,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Flagging something abnormal to the right person is a quick handover made by whoever notices it on watch.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:33:54.071Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8232",
    "occupationId": null
  },
  {
    "taskId": "uk-8232-T-20309",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      4,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Taking charge of a navigational watch is a duty the law places on a certificated deck officer physically on the bridge.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:33:54.071Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8232",
    "occupationId": null
  },
  {
    "taskId": "uk-8232-T-03986",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      3,
      2,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Running a muster or lifeboat drill is physical practice aboard, led by a certificated officer as regulations require.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:33:54.071Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8232",
    "occupationId": null
  },
  {
    "taskId": "uk-8232-T-13191",
    "score": 25,
    "band": "low",
    "range": [
      18,
      32
    ],
    "d": [
      2,
      2,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Sensors and monitoring software already spot many machinery faults, though confirming the cause means working on the equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:33:54.071Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8232",
    "occupationId": null
  },
  {
    "taskId": "uk-8232-T-14900",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Routine repairs need tools in someone’s hands.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6232",
    "occupationId": null
  },
  {
    "taskId": "uk-8232-T-18791",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Lifting and launching boats is heavy handling with slings and cranes, entirely a physical job.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8232",
    "occupationId": null
  },
  {
    "taskId": "uk-8232-T-03028",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning and preparing parts is manual work with the parts in hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9129",
    "occupationId": null
  },
  {
    "taskId": "uk-8232-T-10298",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      7
    ],
    "d": [
      1,
      4,
      0,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking holds, cranes and winches means climbing into them and looking and touching, not reading about them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8232",
    "occupationId": null
  },
  {
    "taskId": "uk-8232-T-11553",
    "score": 33,
    "band": "low",
    "range": [
      26,
      40
    ],
    "d": [
      3,
      2,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Recording engine orders is straightforward writing-down that systems already capture automatically, though the person must be aboard when it happens.",
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    "occupationId": null
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    "taskId": "uk-8232-T-11785",
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      4
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping decks clean and sound is scrubbing, clearing and tidying by hand on the vessel itself.",
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    "modelId": "claude-opus-5",
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  {
    "taskId": "uk-8232-T-12162",
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      4,
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping machinery spaces clean and oil-free is physical work.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5235",
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  {
    "taskId": "uk-8232-T-13273",
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      24,
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      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Engine temperatures and fuel use are already tracked continuously by monitoring systems that flag anything drifting.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8232",
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  },
  {
    "taskId": "uk-8232-T-14099",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Running transfer pumps means being at the valves and controls.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3311",
    "occupationId": null
  },
  {
    "taskId": "uk-8232-T-16373",
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      4
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    "d": [
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      4,
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Storing boats ashore means moving, chocking and covering real hulls, which nobody can do from a screen.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8232",
    "occupationId": null
  },
  {
    "taskId": "uk-8232-T-17749",
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Repairing and painting a hull is manual work with tools, brushes and materials on the ship.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8232",
    "occupationId": null
  },
  {
    "taskId": "uk-8232-T-19705",
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Starting hoists and winches means operating machinery in person and watching the load as it moves.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8232",
    "occupationId": null
  },
  {
    "taskId": "uk-8232-T-20313",
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Taking charge of a lifeboat means being in it, handling it.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3311",
    "occupationId": null
  },
  {
    "taskId": "uk-8232-T-00067",
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      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Being the link between ship and shore depends on people knowing and trusting who they are calling.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2122",
    "occupationId": null
  },
  {
    "taskId": "uk-8232-T-03126",
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Scraping and brushing out a pressure vessel is close physical work inside the equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8232",
    "occupationId": null
  },
  {
    "taskId": "uk-8232-T-10511",
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting engine controls is physical installation work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5235",
    "occupationId": null
  },
  {
    "taskId": "uk-8232-T-11742",
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      62,
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      1,
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      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Engine room records are structured entries that shipboard systems capture and compile with little manual work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:33:54.071Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8232",
    "occupationId": null
  },
  {
    "taskId": "uk-8232-T-12159",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Ventilation upkeep on a vessel means getting to ducts and fans with tools, so a body is needed.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:20:00.000Z",
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    "scoredUnderOccupationId": "uk-soc-8232",
    "occupationId": null
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  {
    "taskId": "uk-8232-T-13455",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The register and checklists can be managed by software, but confirming the gear is actually there means looking aboard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:33:54.071Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8232",
    "occupationId": null
  },
  {
    "taskId": "uk-8232-T-14177",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Staying inside your own competence is bounded by the certificate you hold, and only the certificated seafarer can work to it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:33:54.071Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8232",
    "occupationId": null
  },
  {
    "taskId": "uk-8232-T-17377",
    "score": 75,
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    "d": [
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      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Logging what stores were used is routine record-keeping that software already does very well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5235",
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  {
    "taskId": "uk-8232-T-19633",
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      1
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    "confidence": "low",
    "unstable": false,
    "rationale": "Whether it is fuel, rigging or working a lock, the specialist duties all need someone physically present.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8232",
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  {
    "taskId": "uk-8232-T-20520",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Testing firefighting and lifesaving gear means physically operating each item aboard.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8232",
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  {
    "taskId": "uk-8232-T-04701",
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    "d": [
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Heating control is partly automatic, but on a vessel it still means adjusting valves and checking plant in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "uk-8232-T-10610",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting a propeller shaft is heavy hands-on work.",
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    "modelId": "claude-opus-5",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Maintaining electrical power systems on a vessel is hands-on work with the switchboards and machinery.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Maintaining water systems is hands-on site work.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
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    "scoredUnderOccupationId": "uk-soc-1212",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Logging engine readings is largely automatic now, with sensors and monitoring systems recording the figures directly.",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Placing orders is straightforward admin, though someone still has to take the delivery aboard.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5235",
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  {
    "taskId": "uk-8232-T-17796",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Caulking a leak means getting to the seam with the compound.",
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    "rationale": "Refuelling an aircraft means connecting hoses on the stand.",
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  {
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      3
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    "rationale": "Directing taxiing aircraft and airside vehicles means being out on the apron controlling movement in person.",
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    "rationale": "Marshalling an aircraft with hand signals is physical work standing in front of it.",
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    "rationale": "Changing oil on an aircraft is hands-on work, and the maintenance must be released by a licensed engineer.",
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    "rationale": "Connecting hoses and refilling water tanks is physical work carried out at the aircraft.",
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    "rationale": "Spraying de-icing fluid from a raised basket is physical work out in the weather.",
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    "rationale": "Matching bags against the flight list is easily automated by scanning, but spotting damage means looking at the bag.",
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    "rationale": "Making sure bags go on the right aircraft means being on the ramp checking what is loaded.",
    "promptVersion": "task_scoring_v1.0",
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      2
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      2
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    "modelId": "claude-opus-5",
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    "rationale": "Overseeing loading on stand means being at the aircraft watching equipment and people work.",
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    "rationale": "Written messages are easy to draft, but choosing the right approach with colleagues relies on reading people.",
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    "rationale": "Calling the police about an urgent security issue is a short live call made by whoever is on the spot.",
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    "rationale": "Putting cargo away in a warehouse is physical handling.",
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    "rationale": "Directing traffic requires a person in the road.",
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    "rationale": "The explanation can be prepared, but teaching road rules to children happens face to face at the kerb.",
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      13,
      27
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      2,
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Sign meanings are published, but learning a particular patrol area means walking it.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9232",
    "occupationId": null
  },
  {
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    "d": [
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      4,
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      1,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Signalling to drivers and pedestrians is done by a person in the road.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9232",
    "occupationId": null
  },
  {
    "taskId": "uk-8234-T-07375",
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      4
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      4,
      0,
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Putting out signs and markers means carrying and placing them.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9232",
    "occupationId": null
  },
  {
    "taskId": "uk-8234-T-18011",
    "score": 42,
    "band": "partial",
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      38,
      46
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    "d": [
      3,
      1,
      1,
      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Reporting defects, damage and incidents is form-filling from known details that software drafts reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:33:54.071Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8234",
    "occupationId": null
  },
  {
    "taskId": "uk-8234-T-10098",
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    "d": [
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      2,
      1,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Working out and passing on a diversion is information handling, though it often means being at the site directing.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8234",
    "occupationId": null
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  {
    "taskId": "uk-8234-T-15967",
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      49,
      63
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    "d": [
      3,
      0,
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Drafting routing plans and control-point layouts and writing them up for approval is well-supported document work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8234",
    "occupationId": null
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  {
    "taskId": "uk-8234-T-11562",
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    "d": [
      1,
      3,
      0,
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      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Reading number plates as vehicles pass requires someone watching the crossing.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:51:27.741Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9232",
    "occupationId": null
  },
  {
    "taskId": "uk-8234-T-18009",
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      27,
      41
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    "d": [
      3,
      1,
      1,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Passing on a safeguarding concern about children near the railway is a written referral that follows a standard route.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:33:54.071Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8234",
    "occupationId": null
  },
  {
    "taskId": "uk-8234-T-13493",
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    "band": "partial",
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      35,
      49
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    "d": [
      3,
      1,
      2,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Train describers already track movements automatically, but a competent signaller has to be watching the screens.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8234",
    "occupationId": null
  },
  {
    "taskId": "uk-8234-T-21732",
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      30
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    "d": [
      2,
      1,
      1,
      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Keeping the network running smoothly depends on working relationships between operators, maintainers and Network Rail.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8234",
    "occupationId": null
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  {
    "taskId": "uk-8234-T-08952",
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      3,
      3,
      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Dispatching trains safely happens on the platform or in the yard, and a certified competent person must give the signal.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:33:54.071Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8234",
    "occupationId": null
  },
  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Regulating trains against a timetable is a solvable scheduling problem, but the decisions must come from a licensed signaller.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8234",
    "occupationId": null
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "A manual signal box is worked by pulling levers by hand.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "occupationId": null
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Time checks are trivial to automate, but they are done with the engineer at the train before departure.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
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    "occupationId": null
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  {
    "taskId": "uk-8234-T-04610",
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      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Reporting a signal fault to the maintenance team is a standard message that systems already raise automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8234",
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  {
    "taskId": "uk-8234-T-11609",
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    "d": [
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    "confidence": "high",
    "unstable": false,
    "rationale": "Service logs are structured entries that control systems already capture as trains run.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8234",
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  {
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      3
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    "rationale": "Holding an area of control safely means a licensed signaller present and alert to everything happening on it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8234",
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    "confidence": "low",
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    "rationale": "Signal timing can be worked out automatically, but the operator presses the controls based on what they can see.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8239",
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  {
    "taskId": "uk-8234-T-17922",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reporting times, delays and completions is simple record keeping, but the facts come from being on the job.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:54:37.562Z",
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    "occupationId": null
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Recovery tools can suggest a plan, but restoring service after an incident is a licensed controller’s decision.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Signalling drivers during coupling has to be done in the yard as it happens.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:35:14.479Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5249",
    "occupationId": null
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  {
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    "score": 69,
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    "confidence": "high",
    "unstable": false,
    "rationale": "Passenger information about altered services is generated straight from timetable changes and pushed out automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Directing carriages being joined or split is done trackside as the moves happen.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:35:14.479Z",
    "keyingScheme": "text-only",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Writing up accidents, delays and unscheduled stops is structured reporting that software drafts well from the facts.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:33:54.071Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8234",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Recording wagon contents and destinations is structured data entry already handled by freight systems.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Operating derails, points and retarders is done at the trackside controls.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:35:14.479Z",
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    "scoredUnderOccupationId": "uk-soc-5249",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Dispatcher instructions are structured information, but they are received and used by crew on the train.",
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    "scoredAt": "2026-08-05T11:20:00.000Z",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Trespass and animal reports need someone able to get to the location and act on the ground.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "rationale": "The documentation side drafts easily, but responding to a live disruption means acting on the ground as it unfolds.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Matching crews, kit and transport to several sites is a scheduling problem that planning software solves well.",
    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text+occupation",
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    "unstable": false,
    "rationale": "Checking a wagon’s route and destination against the schedule is a simple record comparison.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      2
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    "rationale": "Directing yard staff through track switching happens live on the ground and must be led by a certified competent person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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    "rationale": "Teaching coupling and shunting works by showing someone at the wagons how it is actually done.",
    "promptVersion": "task_scoring_v1.0",
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    "rationale": "Course material is easy to prepare, but safety training lands through a trainer working with the group.",
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  },
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    "taskId": "uk-8234-T-18287",
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      2,
      2
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    "unstable": false,
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1241",
    "occupationId": null
  },
  {
    "taskId": "uk-8234-T-19972",
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      3,
      2,
      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Supervising crews moving trains means being where the work is, watching it happen.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8234",
    "occupationId": null
  },
  {
    "taskId": "uk-8234-T-00627",
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      70,
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      0,
      1,
      1,
      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Warning staff about roadworks, congestion, weather and hazards is exactly the sort of alerting software does automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:33:54.071Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8234",
    "occupationId": null
  },
  {
    "taskId": "uk-8234-T-04929",
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      2,
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Coordinating a defect removal is planning and messaging, but the wagon still has to be detached and moved.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8234",
    "occupationId": null
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  {
    "taskId": "uk-8234-T-07263",
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      27,
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      1,
      1,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Discussing routes, timings and loads with engineers is information exchange with a working relationship behind it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8234",
    "occupationId": null
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  {
    "taskId": "uk-8234-T-09358",
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      36,
      50
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      3,
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      0,
      1,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The handover note can be drafted from records, but shift handovers usually happen in person on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3111",
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  {
    "taskId": "uk-8234-T-12319",
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      20,
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      2,
      1,
      2,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Keeping communications straight across a territory is coordination work software supports, though safety messages need a competent controller.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:33:54.071Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8234",
    "occupationId": null
  },
  {
    "taskId": "uk-8234-T-15140",
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      68,
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      1,
      0,
      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Planning the day and working out routes is exactly the kind of scheduling software does quickly and well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8234",
    "occupationId": null
  },
  {
    "taskId": "uk-8234-T-17257",
    "score": 88,
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      84,
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      0,
      1,
      0,
      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Logging calls, dispatches and messages is routine record-keeping that control-room systems capture automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8234",
    "occupationId": null
  },
  {
    "taskId": "uk-8234-T-17975",
    "score": 93,
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      89,
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      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Performance and usage reports come straight from monitoring systems.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2132",
    "occupationId": null
  },
  {
    "taskId": "uk-8234-T-19272",
    "score": 0,
    "band": "minimal",
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      4
    ],
    "d": [
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Placing flares and flags in front of and behind a stopped train is physical work on the track.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:43:16.830Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-8234-T-21852",
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      52,
      60
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      3,
      0,
      1,
      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Incident reports follow a set structure, so software drafts a version the writer would lightly edit.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:33:54.071Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8234",
    "occupationId": null
  },
  {
    "taskId": "uk-8234-T-01375",
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      41,
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      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Logging faults and calling out repairers is scheduling work software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1251",
    "occupationId": null
  },
  {
    "taskId": "uk-8234-T-07317",
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      38,
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      3,
      1,
      1,
      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Sending crews and vehicles out by radio or phone is dispatch work that scheduling software already handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8234",
    "occupationId": null
  },
  {
    "taskId": "uk-8234-T-15272",
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      1,
      1,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Turning switching orders and consignment notes into a work plan is exactly what scheduling software does.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8234",
    "occupationId": null
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  {
    "taskId": "uk-8234-T-17382",
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      3,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Numbers can be read from a photo, but someone has to walk the train to see the wagons and seals.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8234",
    "occupationId": null
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  {
    "taskId": "uk-8234-T-01446",
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      0,
      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Booking work and raising job sheets is scheduling and administration software already handles.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:31:26.786Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2129",
    "occupationId": null
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  {
    "taskId": "uk-8234-T-01107",
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    "d": [
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      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Handbrakes are wound on and released by hand at the wagon.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8234",
    "occupationId": null
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  {
    "taskId": "uk-8234-T-13914",
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    "d": [
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      4,
      3,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Driving a locomotive means a qualified driver physically at the controls.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8234",
    "occupationId": null
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  {
    "taskId": "uk-8234-T-00682",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Aligning drawbars means physically lifting and pushing heavy couplings into place.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8234",
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  {
    "taskId": "uk-8234-T-07544",
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    "d": [
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      4,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Driving a train between stations or depots is physical work at the controls that the law reserves to a licensed driver.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:33:54.071Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8234",
    "occupationId": null
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  {
    "taskId": "uk-8234-T-13912",
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    "d": [
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      3,
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Operating a shunting engine means a person at the controls in the yard.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8234",
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  {
    "taskId": "uk-8234-T-04402",
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      2,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Exchanging switching information follows set wording that software handles, though a competent operative confirms the moves.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8234",
    "occupationId": null
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  {
    "taskId": "uk-8234-T-13754",
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      3,
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Watching for and reacting to lineside and cab signals means being aboard, seeing them as they come.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8234",
    "occupationId": null
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  {
    "taskId": "uk-8234-T-17015",
    "score": 61,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Reading shunting instructions and wagon schedules to work out the day’s jobs is straightforward planning from documents.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8234",
    "occupationId": null
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  {
    "taskId": "uk-8234-T-13277",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Sensors can report temperatures and levels, but the gauges being watched here are on equipment in front of you.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8234",
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  {
    "taskId": "uk-8234-T-16890",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Pulling a knuckle open for coupling is physical work between wagons.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:54:37.562Z",
    "keyingScheme": "text-only",
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    "occupationId": null
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    "taskId": "uk-8234-T-18748",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Riding a moving wagon by holding grab irons is as physical as work gets.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8234",
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  {
    "taskId": "uk-8234-T-10400",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Checking track and rolling stock for defects means getting to the equipment and examining it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:33:54.071Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8234",
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  {
    "taskId": "uk-8234-T-10275",
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    "d": [
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      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Judging wear in an engine or gearbox means opening it and looking.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5223",
    "occupationId": null
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  {
    "taskId": "uk-8234-T-17376",
    "score": 38,
    "band": "low",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Logging what service each wagon needs is straightforward record keeping.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:35:14.479Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5249",
    "occupationId": null
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  {
    "taskId": "uk-8234-T-10399",
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      2,
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Finding broken rails and switch faults means being on the track looking at it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:33:54.071Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-8234",
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  {
    "taskId": "uk-8234-T-17307",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Recording how many wagons are available is routine data entry, easier still where systems track them automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:35:14.479Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5249",
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  {
    "taskId": "uk-8239-T-21321",
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Putting out food and water is physical work.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6129",
    "occupationId": null
  },
  {
    "taskId": "uk-9111-T-01366",
    "score": 64,
    "band": "high",
    "range": [
      57,
      71
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    "d": [
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      0,
      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Ordering and scheduling feed deliveries is routine desk work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5111",
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  },
  {
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      21
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      0,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Timing can be planned from records, but the breeding work happens with the animals.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5111",
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  {
    "taskId": "uk-9111-T-02846",
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      3,
      17
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    "d": [
      1,
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      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Weighing and inspecting animals happens in the pen, though the figures are easy to record.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6129",
    "occupationId": null
  },
  {
    "taskId": "uk-9111-T-03123",
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    "band": "minimal",
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      4
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    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning pens with hoses and brushes is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:25:34.214Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5111",
    "occupationId": null
  },
  {
    "taskId": "uk-9111-T-04626",
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      12,
      26
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    "d": [
      2,
      2,
      1,
      1,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Spotting a sick animal happens on the farm; the call itself is simple, and the treatment decision belongs to the vet afterwards.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:01:23Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-9111",
    "occupationId": null
  },
  {
    "taskId": "uk-9111-T-08477",
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      4
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    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Spotting illness means handling the animal and feeling for problems.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
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    "occupationId": null
  },
  {
    "taskId": "uk-9111-T-10219",
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      4
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    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Inspecting and maintaining machinery means being at it with tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8111",
    "occupationId": null
  },
  {
    "taskId": "uk-9111-T-11618",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Bedding, water and shelter are looked after by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5111",
    "occupationId": null
  },
  {
    "taskId": "uk-9111-T-14893",
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      4,
      12
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    "d": [
      1,
      3,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Checking stock means walking through them and looking closely.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5111",
    "occupationId": null
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  {
    "taskId": "uk-9111-T-20827",
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      0,
      7
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    "d": [
      0,
      4,
      2,
      0,
      1
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Vaccinating or dosing livestock means catching and handling each animal, which software cannot do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:58:15.594Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9111",
    "occupationId": null
  },
  {
    "taskId": "uk-9111-T-01908",
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      0,
      4
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    "d": [
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Washing an animal is hands-on work with a live creature, so software cannot take it over.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:58:15.594Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9111",
    "occupationId": null
  },
  {
    "taskId": "uk-9111-T-03011",
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      4
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    "d": [
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      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Grooming livestock happens with brushes and hands on the animal, well outside what software can do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9111",
    "occupationId": null
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  {
    "taskId": "uk-9111-T-03410",
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      4
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    "d": [
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      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Collecting and checking eggs is done by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5111",
    "occupationId": null
  },
  {
    "taskId": "uk-9111-T-09369",
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      4
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    "d": [
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      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Harvesting stock is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:25:34.214Z",
    "keyingScheme": "text-only",
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    "occupationId": null
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  {
    "taskId": "uk-9111-T-11845",
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      4
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    "d": [
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      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Servicing tractors and combines is done with tools in hand.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5111",
    "occupationId": null
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  {
    "taskId": "uk-9111-T-12995",
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      4
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    "d": [
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Hand milking is manual work with the animal.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5111",
    "occupationId": null
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  {
    "taskId": "uk-9111-T-13199",
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      4
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    "d": [
      0,
      4,
      1,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Being present through lambing or calving and giving a hand is physical work with the animal.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:01:23Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-9111",
    "occupationId": null
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  {
    "taskId": "uk-9111-T-13555",
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      4
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    "d": [
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      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Moving stock between fields is done on foot or by vehicle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "occupationId": null
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  {
    "taskId": "uk-9111-T-14161",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Driving a tractor round a farm needs a person in the seat, so this is not something software can take over.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:01:23Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-9111",
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  {
    "taskId": "uk-9111-T-17778",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Repairing machinery is done with tools in the workshop.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5111",
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    "taskId": "uk-9111-T-19619",
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Sowing seed is done with machinery in the field.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-8229",
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  {
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      3
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    "rationale": "The jobs themselves are physical, though the daily record-keeping part is simple for software.",
    "promptVersion": "task_scoring_v1.0",
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      2
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    "confidence": "high",
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    "rationale": "Marking or tagging an animal is hands-on work with the animal, and trained handlers must do it under animal welfare rules.",
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      4,
      3,
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      2
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    "rationale": "This is a physical procedure on a live animal, and UK law reserves it for a vet beyond set age limits.",
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Clipping or shearing an animal is a physical skill done animal by animal, not something software can perform.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Guidance and visitor rules can be drafted by software, but actually keeping the farm clean and controlling who enters happens on the ground.",
    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-9111",
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  {
    "taskId": "uk-9111-T-11876",
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      3
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    "confidence": "high",
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    "rationale": "Keeping growth and produce records is data work software handles well.",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Mixing feed and medication is physical work in the feed store, and medicines can only be used as a vet has directed.",
    "promptVersion": "task_scoring_v1.0",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Operating farm machinery safely needs a person in the cab making the decisions as they drive.",
    "promptVersion": "task_scoring_v1.0",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Ploughing means driving the tractor across the field.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8229",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Combining requires an operator in the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:25:34.214Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5111",
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      1
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    "confidence": "high",
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    "rationale": "Repairing fences and gates is hands-on outdoor work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
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  {
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      2
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    "unstable": false,
    "rationale": "Shearing and dipping are physical jobs with the animals, and dipping needs a certificate of competence in the UK.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:01:23Z",
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    "rationale": "Moving and disposing of waste is physical work, whatever the rules require.",
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    "rationale": "Running washing and grading machines needs an operator at the line.",
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    "rationale": "Patrolling grazing land on horseback or a quad requires being out there.",
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    "rationale": "Shaping hedges with a trimmer is physical work.",
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    "rationale": "Planting trees and shrubs is digging and handling done on the ground.",
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    "rationale": "Felling and moving timber with harvesters is machine work done from the cab in the forest.",
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    "rationale": "Running and servicing forestry machinery is physical work with the machines.",
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    "rationale": "Thinning stands with a power saw is physical work in the wood.",
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    "rationale": "Clearing paths for walkers is physical work with tools out on the trail.",
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    "rationale": "Keeping records and writing monitoring reports from collected data is routine document work software does well.",
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    "rationale": "Clearing vegetation and debris to open a planting site is manual and machine work.",
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      3
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    "rationale": "Treating fish in their tanks is hands-on work with live animals.",
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    "rationale": "Cost reporting from farm accounts is exactly the kind of figures work software does well.",
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    "rationale": "Mixing feed and medication is physical work in the feed store, and medicines can only be used as a vet has directed.",
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    "confidence": "high",
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    "rationale": "Cleaning pens with hoses and brushes is physical work.",
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    "confidence": "high",
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    "rationale": "Inspecting and maintaining machinery means being at it with tools.",
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    "rationale": "Production records are structured data entry that software handles quickly and accurately.",
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    "rationale": "Putting out food and water is physical work.",
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    "rationale": "Repairing fences and gates is hands-on outdoor work.",
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    "unstable": false,
    "rationale": "Soil advice is well documented, but the aerating, feeding and drainage work is done on the pitch.",
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    "rationale": "Edging a lawn is physical work with a machine.",
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    "rationale": "Sowing grass to a design is physical work in the ground.",
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    "rationale": "Spraying is done from the machine in the field, and UK law requires the sprayer operator to hold a pesticide certificate.",
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    "rationale": "Operating a mower is physical work.",
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    "rationale": "Reference guides make identification easier, but the suspect material has to be found and looked at on site.",
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    "taskId": "uk-9119-T-04626",
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      2,
      1,
      1,
      2
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    "unstable": false,
    "rationale": "Noticing a sick animal happens out on the ground; the call is simple, and the treatment decision then belongs to the vet.",
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      4,
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Washing down dairy cows is hands-on work with live animals.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      4
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      4,
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning and grooming cattle is physical work in the parlour.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
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    "scoredUnderOccupationId": "uk-soc-9119",
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  {
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Clipping cows before milking is done by hand with clippers.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-9119",
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  {
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      4
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    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Moving stock between fields is done on foot or by vehicle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:25:34.214Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5111",
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  {
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      4
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    "d": [
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      4,
      1,
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Tagging or marking an animal is hands-on work with the animal, and trained handlers must do it under animal welfare rules.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:01:23Z",
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    "scoredUnderOccupationId": "uk-soc-9119",
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  {
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      4,
      1,
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Watching over an animal giving birth and helping it means being in the shed at the time.",
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    "modelId": "claude-opus-5",
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  {
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      2
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    "unstable": false,
    "rationale": "Treating live animals is hands-on work, and the products used need a trained, certificated handler.",
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    "modelId": "claude-opus-5",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Sorting animals by size and condition is physical handling.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5111",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Timing can be planned from records, but the breeding work happens with the animals.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5111",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Shearing a sheep is skilled physical work with the animal held in place.",
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    "modelId": "claude-opus-5",
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  {
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Taking the fleece off a sheep is hands-on work no software can do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Shearing and dipping are physical jobs with the animals, and dipping needs a certificate of competence in the UK.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:01:23Z",
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  {
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning and grooming sheep before shearing is physical work with live animals.",
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    "modelId": "claude-opus-5",
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  {
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Washing sheep is hands-on work in the pens.",
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    "modelId": "claude-opus-5",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Building paths and hard landscaping is physical construction work.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
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    "scoredUnderOccupationId": "uk-soc-5113",
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  {
    "taskId": "uk-9121-T-10820",
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can read drawings and specifications, but preparing the site is physical work on the ground.",
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    "modelId": "claude-opus-5",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Excavating and compacting ground is heavy physical work.",
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    "modelId": "claude-opus-5",
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  {
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can draft the paperwork, but spotting hazards on a live groundworks site means walking it and seeing what has changed today.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:40:07Z",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Putting drainage in means digging and laying pipe.",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Spreading material means operating a machine on site.",
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    "modelId": "claude-opus-5",
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    "d": [
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    "confidence": "high",
    "unstable": false,
    "rationale": "Shovelling tarmac is physical work.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Operating a kerbing machine means being at its controls.",
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      2
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    "unstable": false,
    "rationale": "Locating and digging around buried services is careful physical work.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5330",
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  {
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      2
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    "unstable": false,
    "rationale": "Moving materials and waste is physical handling.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Breaking up concrete with a pneumatic drill needs a person holding the tool.",
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    "scoredUnderOccupationId": "uk-soc-9129",
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  {
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    "unstable": false,
    "rationale": "Setting equipment up means assembling and positioning it by hand.",
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  {
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    "rationale": "Unloading materials is lifting and carrying, which software cannot do.",
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    "scoredAt": "2026-08-04T19:57:03.912Z",
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  {
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    "rationale": "Driving posts means working the machine on site.",
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  {
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      1
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    "confidence": "high",
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    "rationale": "Leveling a trench base means being in the trench with a tamper, which software cannot do.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Rolling and compacting surfaces by hand is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Working from ladders, towers and platforms is physical work at height.",
    "promptVersion": "task_scoring_v1.0",
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  {
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    "rationale": "The measurements come from written specifications, but setting out kerbs means marking the ground itself.",
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    "unstable": false,
    "rationale": "Starting machinery means being at the controls.",
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    "rationale": "Instructions are spoken on the floor, though working out what kit is needed is straightforward.",
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      2
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      2
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    "rationale": "Bonding Formica or vinyl onto a surface is hands-on work with adhesive and the sheet.",
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "The health and safety requirements are documented, but meeting them means working safely with your own hands on site.",
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    "keyingScheme": "text+occupation",
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  {
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      3
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    "rationale": "Choosing suitable kit is a specification and comparison task, with occasional hands-on checking.",
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      2
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    "rationale": "Maintaining and repairing tools is physical work on the tools.",
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    "modelId": "claude-opus-5",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Using a plumb bob and spirit level means holding the tools against the actual structure.",
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    "modelId": "claude-opus-5",
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    "rationale": "Getting formwork plumb and square is done by hand at the form.",
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    "modelId": "claude-opus-5",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Picking the right timber and tools for a job is done by hand at the bench.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1139",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Moving items to the work site is physical carrying and driving.",
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    "modelId": "claude-opus-5",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Packing sound-absorbing material into empty spaces is manual work inside the building.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9129",
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  {
    "taskId": "uk-9129-T-04441",
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      3
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    "rationale": "Software can look up the rules, but following them happens while doing the physical job itself.",
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  {
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      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cutting tile or lino to fit a room is hands-on work measured against the actual space.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9129",
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  {
    "taskId": "uk-9129-T-08844",
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Building and fitting non-standard timber products is hands-on craft work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:36.798Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5316",
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  {
    "taskId": "uk-9129-T-13594",
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Nailing timber braces onto footing forms is manual work at the foundation.",
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    "modelId": "claude-opus-5",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Patching and repairing surfaces is hands-on work on the surface itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "First and second fix carpentry is hands-on building work using tools on site.",
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    "modelId": "claude-opus-5",
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  {
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    "d": [
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Installing and testing wiring is hands-on, and electrical work in homes must legally be done or certified by a qualified competent person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:40:07Z",
    "keyingScheme": "text+occupation",
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  {
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    "rationale": "Software can suggest what a reading means, but someone must hold the tester on the actual wiring.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Drilling holes through building fabric is physical work with a power tool.",
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    "modelId": "claude-opus-5",
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  {
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Spotting loose connections or damaged insulation means looking at and touching the real installation.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T22:07:52.978Z",
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      2
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    "unstable": false,
    "rationale": "Cutting and fixing conduit and frameworks is manual installation work with hand tools.",
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    "scoredAt": "2026-08-05T01:46:47.259Z",
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    "rationale": "Swapping out faulty parts and wiring is hands-on work at the installation.",
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    "rationale": "Cleaning and preparing parts is manual work with the parts in hand.",
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    "rationale": "The standards and codes are all written down, but complying with them means doing the physical building work correctly on site.",
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    "unstable": false,
    "rationale": "Soldering or wrapping wires onto terminals is fine manual work.",
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    "rationale": "Cutting, stripping and bending wire leads is done by hand with pliers.",
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    "rationale": "Putting up electrical components and barriers is physical work on site.",
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    "rationale": "Pulling cable through a building and sealing fire barriers behind it is hands-on work a competent person has to stand behind.",
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    "rationale": "Fitting mains-powered detectors means drilling, mounting and wiring them in the home.",
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    "rationale": "Testing a home's wiring means being there with instruments, and the law requires a qualified person to carry out and certify the inspection.",
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    "rationale": "Repairing electrical parts inside a machine needs hands and tools, and a competent, accountable person must sign off the work.",
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    "unstable": false,
    "rationale": "Tightening connections is manual work with a screwdriver at the terminal.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-9129",
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  },
  {
    "taskId": "uk-9129-T-21665",
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      5,
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      3
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    "unstable": false,
    "rationale": "The rules are written down, but complying with them means doing the physical site work safely yourself, which no software can do for you.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:40:07Z",
    "keyingScheme": "text+occupation",
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  {
    "taskId": "uk-9129-T-04448",
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      4,
      0,
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Connecting couplings is manual work with spanners on the actual pipework.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9129",
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  {
    "taskId": "uk-9129-T-04499",
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      4
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      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Drilling, cutting and building control panels is manual workshop work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
    "taskId": "uk-9129-T-07293",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Stripping and rebuilding machines is hands-on work with tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-9129",
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  {
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      4
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      4,
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Digging cable trenches is physical ground work.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-9129",
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  {
    "taskId": "uk-9129-T-10492",
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Driving earth rods into the ground with a manual driver is physical work.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-9129",
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  {
    "taskId": "uk-9129-T-10660",
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      3,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Running cable through a home is physical work, and installations to the wiring standard must be certified by a qualified person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-9129",
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  {
    "taskId": "uk-9129-T-14411",
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      2,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Keeping a stock list is easy for software, but tidying and moving the materials is physical.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9129",
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Rebuilding repaired equipment is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5231",
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  {
    "taskId": "uk-9129-T-19561",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Soldering connections is fine hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-5231",
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  {
    "taskId": "uk-9129-T-20801",
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      4
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Moving tools and materials to site is physical work.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:36.798Z",
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    "scoredUnderOccupationId": "uk-soc-5316",
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  {
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Backfilling a grave is physical work with spade and machine at the graveside.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9129",
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  {
    "taskId": "uk-9129-T-07022",
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      4
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    "d": [
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      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Digging and preparing graves is physical work in the ground.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9129",
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  {
    "taskId": "uk-9129-T-07497",
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      1,
      1
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    "unstable": false,
    "rationale": "Dressing a grave before a funeral is careful hands-on work at the graveside.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9129",
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  {
    "taskId": "uk-9129-T-12850",
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Marking out plots means someone in the cemetery with a tape and pegs.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "occupationId": null
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  {
    "taskId": "uk-9129-T-02656",
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      4
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    "d": [
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "This is physical outdoor labour, which is the one thing software cannot do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-9129",
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  {
    "taskId": "uk-9129-T-19496",
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Shovelling material into containers or machines is entirely physical.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:12:22.429Z",
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    "occupationId": null
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  {
    "taskId": "uk-9129-T-03813",
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    "d": [
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Filling in job sheets is straightforward form work that software drafts well once the day's details are supplied.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Blowing insulation into floors and ceilings means someone holding the hose in the space.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9129",
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  {
    "taskId": "uk-9129-T-05076",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Wrapping and lining structures with insulation is hands-on work on the building.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9129",
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  {
    "taskId": "uk-9129-T-08885",
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      2
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    "unstable": false,
    "rationale": "Fixing insulation to surfaces is manual work with hand tools.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
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  {
    "taskId": "uk-9129-T-02106",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fixing pins to surfaces is manual work done on the structure.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "uk-9129-T-12840",
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      2
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    "unstable": false,
    "rationale": "Measuring and cutting insulation to fit is hands-on work with the material.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "uk-9129-T-19017",
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      3
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    "unstable": false,
    "rationale": "Choosing insulation from its heat properties is a look-up decision, and the product data is well published.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Stripping out old insulation safely is physical work in the building under strict controls.",
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    "modelId": "claude-opus-5",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Applying cement mortar evenly is hands-on trowel work.",
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  {
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      2
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    "confidence": "high",
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    "rationale": "Assembling metal frames and platforms is heavy physical work on site.",
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    "modelId": "claude-opus-5",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Bolting pulleys and blocks to overhead beams is physical work carried out at height by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      1
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    "rationale": "Taking down and packing away equipment is physical handling work.",
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      1
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    "confidence": "high",
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    "rationale": "Directing a lift means standing where you can see the load and the operator.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      2
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    "rationale": "Attaching a load to rigging with hand and power tools is entirely hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
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  {
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      1
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    "rationale": "Building rigging and hoisting gear is manual work with tools and materials.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9129",
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  {
    "taskId": "uk-9129-T-19044",
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    "confidence": "medium",
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    "rationale": "Matching cables and winches to a load is a documented calculation software does well, though a competent person must still stand behind the lifting plan.",
    "promptVersion": "task_scoring_v1.0",
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      1
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    "unstable": false,
    "rationale": "Signalling a crane driver means being on the ground watching the load in real time.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9129",
    "occupationId": null
  },
  {
    "taskId": "uk-9129-T-20612",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Manoeuvring a suspended load past obstacles is physical work with the load in front of you.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9129",
    "occupationId": null
  },
  {
    "taskId": "uk-9129-T-02031",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      1,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Helping lay out and fit piping is physical work on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:31:26.786Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2129",
    "occupationId": null
  },
  {
    "taskId": "uk-9129-T-10468",
    "score": 6,
    "band": "minimal",
    "range": [
      0,
      13
    ],
    "d": [
      1,
      3,
      3,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Fitting and repairing pipework and heating is hands-on, and gas work legally has to be done by a registered engineer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:40:07Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-9129",
    "occupationId": null
  },
  {
    "taskId": "uk-9129-T-02111",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Fixing pipes to walls with brackets and clamps is manual installation work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-9129-T-05440",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cutting pipe to length is a hands-on shop or trench task with no digital version.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:27.864Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-9129-T-11225",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Laying and mending water mains is heavy outdoor work done by hand and machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5315",
    "occupationId": null
  },
  {
    "taskId": "uk-9129-T-03116",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning and repairing pipework is hands-on work on the actual pipes.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9129",
    "occupationId": null
  },
  {
    "taskId": "uk-9129-T-08869",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Fitting valves and couplings to tanks and pumps is hand-tool work on the equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-9129-T-12916",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cutting and threading pipe to connect an appliance is tool work in the home.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:13:27.864Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-9129-T-00677",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Lining pipes up for welding means holding and adjusting the real pipe.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9129",
    "occupationId": null
  },
  {
    "taskId": "uk-9129-T-07509",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Drilling through walls and floors is physical work with a power tool.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9129",
    "occupationId": null
  },
  {
    "taskId": "uk-9129-T-19076",
    "score": 49,
    "band": "partial",
    "range": [
      42,
      56
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    "d": [
      3,
      1,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Choosing pipe sizes and materials from a written specification is a lookup software does reliably, with the design checked by someone else.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:40:07Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-9129",
    "occupationId": null
  },
  {
    "taskId": "uk-9129-T-19306",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Placing sleeves and inserts is manual work in the building structure.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9129",
    "occupationId": null
  },
  {
    "taskId": "uk-9129-T-03050",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning and replacing steam traps is hands-on work on the pipework.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-9129-T-08812",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Packing pipes with sand or resin before bending is manual preparation work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9129",
    "occupationId": null
  },
  {
    "taskId": "uk-9129-T-09815",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Dipping pipe in a cleaning bath is physical handling work in the workshop.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-9131-T-03106",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning plant and equipment is manual work on the machine itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9129",
    "occupationId": null
  },
  {
    "taskId": "uk-9131-T-01269",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Applying cleaning and disinfection procedures means physically treating the surfaces.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9223",
    "occupationId": null
  },
  {
    "taskId": "uk-9131-T-03161",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning equipment and work areas is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8159",
    "occupationId": null
  },
  {
    "taskId": "uk-9131-T-07469",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Draining and cleaning tanks is hands-on work that has to be done at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9131",
    "occupationId": null
  },
  {
    "taskId": "uk-9131-T-13226",
    "score": 13,
    "band": "minimal",
    "range": [
      6,
      20
    ],
    "d": [
      2,
      3,
      0,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Sensors can flag faults, but noticing that equipment is not cleaning properly means being on the floor watching it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9131",
    "occupationId": null
  },
  {
    "taskId": "uk-9131-T-17660",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Vacuuming dust and ash is physical work carried out on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9131",
    "occupationId": null
  },
  {
    "taskId": "uk-9131-T-19499",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Shovelling and sweeping is done with hands and tools in the workplace itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9131",
    "occupationId": null
  },
  {
    "taskId": "uk-9131-T-21163",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Drying surfaces by hand or with air lines is entirely physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9131",
    "occupationId": null
  },
  {
    "taskId": "uk-9131-T-05498",
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    "band": "minimal",
    "range": [
      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Decontaminating a plant means being there in protective kit doing the work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9131",
    "occupationId": null
  },
  {
    "taskId": "uk-9131-T-13022",
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    "band": "minimal",
    "range": [
      0,
      4
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    "d": [
      1,
      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Recipes for cleaning mixes are documented, but the mixing itself is done by hand on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9131",
    "occupationId": null
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  {
    "taskId": "uk-9131-T-16055",
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      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Soaking parts and equipment is hands-on work at the wash bay.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9131",
    "occupationId": null
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  {
    "taskId": "uk-9131-T-21581",
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      4
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    "d": [
      0,
      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Washing out boilers and vats with high pressure hoses is physical work inside the plant.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9131",
    "occupationId": null
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  {
    "taskId": "uk-9131-T-03016",
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    "band": "minimal",
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      4
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    "d": [
      0,
      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning and greasing parts by hand cannot be done from a screen.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9131",
    "occupationId": null
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  {
    "taskId": "uk-9131-T-07338",
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    "range": [
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      4
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    "d": [
      0,
      4,
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Moving and disposing of waste is physical work, whatever the rules require.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9223",
    "occupationId": null
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  {
    "taskId": "uk-9131-T-11586",
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      4
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    "d": [
      0,
      4,
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      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Greasing and servicing equipment by hand is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8229",
    "occupationId": null
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  {
    "taskId": "uk-9131-T-15890",
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      4
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    "d": [
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      4,
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Shot blasting and repainting a building exterior is skilled physical work on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9131",
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  {
    "taskId": "uk-9131-T-18756",
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      4
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Rinsing items and racking them to dry is entirely manual work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9131",
    "occupationId": null
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  {
    "taskId": "uk-9131-T-08130",
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      4
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
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      2
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    "rationale": "Loading materials into hoppers and conveyors is hands-on work at the machine.",
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      1
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      2
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      1
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      3
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    "rationale": "Writing up what was repaired is straightforward record-keeping that software can largely draft and file.",
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      2
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      1
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    "rationale": "Connecting hoses is done by hand.",
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      2
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    "rationale": "Fitting dies onto a press is physical work at the machine.",
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      3
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    "rationale": "Stock levels are tracked by system, but keeping materials at the line means moving them.",
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      1
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    "rationale": "Operating heavy machinery means being in the cab.",
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    "rationale": "Tipping sacks onto a conveyor is manual work.",
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    "rationale": "Running a barcode sorter means being at the machine feeding and watching it.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning and servicing copying machines is entirely hands-on work at the equipment.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-9219",
    "occupationId": null
  },
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      4
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      4,
      0,
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Feeding material into rolls is manual.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-8146",
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  },
  {
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      7
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      4,
      0,
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      1
    ],
    "confidence": "high",
    "unstable": true,
    "rationale": "Loading paper or film into a machine is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
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  },
  {
    "taskId": "uk-9219-T-13547",
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      4
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      4,
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Mounting plates on the press is physical work at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:35:14.479Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5422",
    "occupationId": null
  },
  {
    "taskId": "uk-9219-T-16285",
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      22,
      36
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      2,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Print settings are increasingly chosen by software presets, but someone still sets many jobs up at the device.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9219",
    "occupationId": null
  },
  {
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      21
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      3,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Comparing files is easy for software, but checking finished copies against the original means handling printed sheets.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9219",
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  },
  {
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      4
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      4,
      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Minor repairs mean opening the machine and using tools, which software cannot do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9219",
    "occupationId": null
  },
  {
    "taskId": "uk-9219-T-03106",
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      4
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    "d": [
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      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning plant and equipment is manual work on the machine itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9129",
    "occupationId": null
  },
  {
    "taskId": "uk-9219-T-08836",
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      4
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      4,
      0,
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Trimming, binding and laminating are hands-on finishing jobs done at a bench.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9219",
    "occupationId": null
  },
  {
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      12,
      26
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    "d": [
      3,
      3,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Print management software already reports run progress, but someone is usually stood by the machine watching for jams.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9219",
    "occupationId": null
  },
  {
    "taskId": "uk-9219-T-15468",
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    "d": [
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      4,
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      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Preparing paper for scanning and microfilming means handling the documents.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
    "keyingScheme": "text-only",
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    "occupationId": null
  },
  {
    "taskId": "uk-9219-T-17964",
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      2,
      0,
      0,
      2
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    "confidence": "medium",
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    "rationale": "Knowing a machine needs major repair usually comes from being there and seeing or hearing it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1121",
    "occupationId": null
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  {
    "taskId": "uk-9219-T-03006",
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    "d": [
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      4,
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning and filing master plates is physical handling.",
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    "modelId": "claude-opus-5",
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  {
    "taskId": "uk-9219-T-05779",
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    "band": "very high",
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    "d": [
      3,
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      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Design software now produces good print-ready layouts from supplied text and images, needing only light tidying by a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9219",
    "occupationId": null
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  {
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    "d": [
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      2,
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      0,
      2
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    "confidence": "low",
    "unstable": false,
    "rationale": "The wording is broad, but in this office role it means noticing something is not running right and putting it right.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:01:23Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-9219",
    "occupationId": null
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  {
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Placing originals under a camera lens is purely a matter of physically positioning things.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9219",
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  {
    "taskId": "uk-9219-T-17031",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Pulling the specifications out of a work order is straightforward document reading that software handles well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T00:00:00.000Z",
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    "taskId": "uk-9219-T-19411",
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      0,
      2
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    "confidence": "high",
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    "rationale": "Setting and adjusting machine controls for flow, temperature or pressure is done at the machine.",
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    "modelId": "claude-opus-5",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Working out timings, copy numbers and costs is straightforward calculation from job details already held on file.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9219",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Logging job details is routine record-keeping that job management systems already handle well.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-9219",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Sorting finished work into piles or orders is physical handling.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reorder points and purchase orders are handled well by stock systems; only the occasional look at the shelves needs a person.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:01:23Z",
    "keyingScheme": "text+occupation",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Reordering paper, toner and consumables follows predictable usage that stock systems already track and trigger.",
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Logging output and material used is simple data entry, often captured by the machine already.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:12:22.429Z",
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    "taskId": "uk-9219-T-19789",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Digital filing is automatic, but paper documents still have to be carried to the right cabinet.",
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    "modelId": "claude-opus-5",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Requisitioning day-to-day items is routine paperwork driven by stock levels a system already knows.",
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    "modelId": "claude-opus-5",
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      3
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    "rationale": "Pulling billing details out of job records and passing them to a supervisor is standard reporting work.",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Taking print orders is mostly capturing standard details, though customers often turn up at the counter to place them.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Washing windows with sponges and squeegees is physical work at the glass.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-9223",
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    "unstable": false,
    "rationale": "Cleaning windows means being outside the building with the pole and brush.",
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  {
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Driving a van to the job is physical work behind the wheel.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-9223",
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    "unstable": false,
    "rationale": "Moving equipment safely is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:05:04.766Z",
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    "scoredUnderOccupationId": "uk-soc-3417",
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  {
    "taskId": "uk-9221-T-20380",
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Understanding what a customer really wants comes from talking with them and earning their confidence.",
    "promptVersion": "task_scoring_v1.0",
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    "scoredUnderOccupationId": "uk-soc-5442",
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  {
    "taskId": "uk-9221-T-12463",
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Invoicing and bookkeeping for a one-person business is exactly what accounting apps already do end to end.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "taskId": "uk-9222-T-17685",
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      3
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      1
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    "modelId": "claude-opus-5",
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  {
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      4
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      4,
      0,
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      1
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    "confidence": "high",
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    "rationale": "Loading machines is physical work in the laundry.",
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    "modelId": "claude-opus-5",
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  {
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      4
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      0,
      0,
      2
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    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      4
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      4,
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      0,
      2
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    "confidence": "high",
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    "modelId": "claude-opus-5",
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  {
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      4
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      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Sorting laundry by fabric and colour is done by hand at the machine.",
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    "modelId": "claude-opus-5",
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  {
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      4
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      4,
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      2
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    "rationale": "Applying neutralising chemicals is physical work with the garments.",
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    "modelId": "claude-opus-5",
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  },
  {
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      4
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      4,
      0,
      0,
      2
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  {
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      32
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      2,
      0,
      0,
      2
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  {
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      4
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      4,
      0,
      0,
      1
    ],
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  {
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      4
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      0,
      2
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  {
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      2
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    "confidence": "high",
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    "rationale": "Mixing detergents and bleaches is physical work with chemicals.",
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    "modelId": "claude-opus-5",
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  {
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      1
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    "rationale": "Pressing garments with an iron or press is physical work.",
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    "modelId": "claude-opus-5",
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  {
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      26
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      3
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      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Washing and steaming laundry is physical work.",
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  {
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      1
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    "confidence": "high",
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    "rationale": "Applying bleaching powder to a spot is handwork on the garment.",
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    "modelId": "claude-opus-5",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning and changing filters is physical maintenance work.",
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    "modelId": "claude-opus-5",
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  {
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      1
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    "rationale": "Hand-cleaning fur linings is delicate handwork.",
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    "modelId": "claude-opus-5",
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  {
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      1
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    "rationale": "Hand washing delicate items is physical work.",
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  {
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      4
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      4,
      0,
      0,
      2
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    "confidence": "high",
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    "rationale": "Spotting which soiled items need special treatment means handling and inspecting them.",
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  {
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      3
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    "rationale": "Keeping laundry records is routine data entry that software already handles.",
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  {
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      1
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    "confidence": "high",
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    "rationale": "Mixing bleach into vats of hot water is physical work.",
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  {
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      1
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    "rationale": "Positioning a stain over the vacuum head is handwork.",
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    "modelId": "claude-opus-5",
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  {
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    "rationale": "Pre-soaking stained items is physical work.",
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    "modelId": "claude-opus-5",
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  {
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    "rationale": "Rinsing garments in solution is physical work.",
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  {
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      1
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    "rationale": "Attaching labels to packaged items is physical work.",
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  {
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    "rationale": "Extractors and dryers are directed on the floor as the loads move through.",
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      2
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    "rationale": "Cleaning, disinfecting and taking out waste has to be done in the building.",
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      2
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    "rationale": "Running batch washers to a standard procedure is hands-on machine work.",
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      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Feeding and running a wrapping machine needs a person there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9252",
    "occupationId": null
  },
  {
    "taskId": "uk-9224-T-15884",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Getting finished textiles ready for the customer is physical handling.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-9224",
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  },
  {
    "taskId": "uk-9224-T-17690",
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      4
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    "d": [
      1,
      4,
      0,
      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Taking materials and products off machines is physical handling.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:31:26.786Z",
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    "scoredUnderOccupationId": "uk-soc-2129",
    "occupationId": null
  },
  {
    "taskId": "uk-9224-T-19559",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Soaking material until it is bleached is physical work at the vat.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9224",
    "occupationId": null
  },
  {
    "taskId": "uk-9224-T-20518",
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      0,
      4
    ],
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Testing a hidden patch of fabric for solvent damage needs the garment in hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9224",
    "occupationId": null
  },
  {
    "taskId": "uk-9224-T-01934",
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    "range": [
      51,
      65
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    "d": [
      2,
      0,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Quality assurance steps are documented, but applying them depends on how the organisation actually works.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2433",
    "occupationId": null
  },
  {
    "taskId": "uk-9224-T-07095",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      1,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Telling workers to unload machines happens live on the laundry floor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9224",
    "occupationId": null
  },
  {
    "taskId": "uk-9224-T-09360",
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      0,
      4
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    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Hanging items on stretch frames is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9224",
    "occupationId": null
  },
  {
    "taskId": "uk-9224-T-14051",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Running fur combing and polishing machines is hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9224",
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  },
  {
    "taskId": "uk-9224-T-15672",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Preparing laundry for delivery is physical sorting and packing.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9224",
    "occupationId": null
  },
  {
    "taskId": "uk-9224-T-17483",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Clearing a mis-feed on the line means putting hands on the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9224",
    "occupationId": null
  },
  {
    "taskId": "uk-9224-T-19680",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Spreading items out on the table for inspection is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9224",
    "occupationId": null
  },
  {
    "taskId": "uk-9224-T-20907",
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      4
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      1,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Turning valves to control processing is hands-on plant operation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:31:26.786Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2129",
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  },
  {
    "taskId": "uk-9224-T-14093",
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      0,
      4
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    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Operating a pressing machine is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9224",
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  },
  {
    "taskId": "uk-9224-T-03031",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning and lubricating presses is physical maintenance work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
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  {
    "taskId": "uk-9224-T-11585",
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      4
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Lowering the pressing head onto the garment is physical machine operation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
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  },
  {
    "taskId": "uk-9224-T-16056",
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      0,
      4
    ],
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      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Setting and regulating the press is done by hand at the controls.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:37:43.407Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-9224-T-08907",
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      4
    ],
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Folding and pressing a heading is handwork with an iron.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9224",
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  },
  {
    "taskId": "uk-9224-T-13095",
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      4
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      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Moistening material to soften it is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
    "keyingScheme": "text-only",
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  },
  {
    "taskId": "uk-9224-T-16061",
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      0,
      4
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Pressing ties on a small press is handwork.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
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  },
  {
    "taskId": "uk-9224-T-19673",
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      4
    ],
    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Spraying water over fabric is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9224",
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  },
  {
    "taskId": "uk-9224-T-02267",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Blocking and shaping knitwear after cleaning is skilled handwork.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
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  {
    "taskId": "uk-9224-T-09364",
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      0,
      4
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    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Hanging or stacking items to cool is physical handling.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9224",
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  },
  {
    "taskId": "uk-9224-T-15345",
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      4
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    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Laying material out on the board is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9224",
    "occupationId": null
  },
  {
    "taskId": "uk-9224-T-17711",
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      0,
      4
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      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Taking pressed garments off the machine is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9224",
    "occupationId": null
  },
  {
    "taskId": "uk-9224-T-19509",
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      0,
      4
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      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Shrinking an item back to size by hand with steam is skilled handwork.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9224",
    "occupationId": null
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  {
    "taskId": "uk-9224-T-19754",
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      4
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Steaming velvet on a hot-head press is handwork.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      4
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Touching up rough patches with a hand iron is handwork.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-9224",
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  {
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      4
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Hanging finished articles ready for delivery is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
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    "scoredUnderOccupationId": "uk-soc-9224",
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  {
    "taskId": "uk-9224-T-10234",
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      4
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Measuring finished products with precision instruments requires handling them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:16.489Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5241",
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  {
    "taskId": "uk-9224-T-14635",
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      4
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Packing pressed items is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
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    "scoredUnderOccupationId": "uk-soc-9224",
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  {
    "taskId": "uk-9224-T-19022",
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      12,
      26
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      3,
      3,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Heat tolerances by fabric are well documented, but the choice is made with the garment at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9224",
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  {
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      4
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Straightening and smoothing material before pressing is handwork.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00.000Z",
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  {
    "taskId": "uk-9224-T-20879",
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      4
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      4,
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Trimming uneven edges with shears is handwork.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9224",
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  {
    "taskId": "uk-9225-T-00185",
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      3,
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      3,
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "The rules can be written out easily, but keeping to them while collecting waste depends on the crew on the round.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:01:23Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-9225",
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      3
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  {
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  {
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      4
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      4,
      0,
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      2
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    "confidence": "high",
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    "rationale": "Emptying kerbside boxes into a lorry is physical work done out on the street.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-9225",
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  },
  {
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      1
    ],
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    "rationale": "Tipping materials into chutes is hands-on work at the plant.",
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  {
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      3,
      1,
      1,
      3
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  {
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      0,
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      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Loading and unloading a collection vehicle is lifting work.",
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    "modelId": "claude-opus-5",
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      2
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  {
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      2
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    "rationale": "Cleaning and lubricating equipment is done with tools in the depot.",
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    "modelId": "claude-opus-5",
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  {
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      2
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    "confidence": "high",
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    "rationale": "Collecting waste by hand and machine is physical work on the round.",
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    "modelId": "claude-opus-5",
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  {
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      1
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    "confidence": "high",
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    "rationale": "Cutting products up with saws and torches is done standing at the material.",
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      2
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    "rationale": "Stripping wrecked vehicles apart is hands-on work in the yard.",
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      3
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      2
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      3
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    "rationale": "Running a baler means standing at the machine feeding it.",
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    "confidence": "high",
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    "rationale": "Driving a forklift around a yard is physical work.",
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    "rationale": "Routine messages draft easily, but working relationships with customers and suppliers are built by people.",
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    "rationale": "Recovering refrigerant gas from old fridges is done at the machine by hand.",
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    "rationale": "Judging contamination means being at the material and looking at it, though the write-up is simple.",
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    "rationale": "Picking items off a moving belt is done with your hands.",
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    "rationale": "Recovering and cleaning equipment for reuse is physical work at the equipment itself.",
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    "rationale": "Removing ink and metal from recovered material happens in the processing plant.",
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    "rationale": "Working the lorry's lifting gear is done at the vehicle.",
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    "rationale": "Collecting bins from homes and businesses is physical work on the round.",
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    "rationale": "Tipping waste at a facility is done on site with the vehicle.",
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      3
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    "rationale": "Collection scheduling is route optimisation, an area where software has been stronger than manual planning for years.",
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    "confidence": "high",
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    "rationale": "Washing out compactor bodies is hands-on work at the depot.",
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    "rationale": "Operating a compactor means being at the machine.",
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  {
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    "rationale": "Putting a tag on a bin happens at the kerbside while the round is running.",
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  {
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      4
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    "rationale": "Traffic and weather information is published and easy to read, so working out route effects suits software.",
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  {
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Recording collected tonnages is simple data entry, and the weighbridge captures most of it already.",
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  {
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      3
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    "rationale": "Writing up a defect report is easy; noticing the fault means being with the equipment.",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning equipment and work areas is physical work.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:57:03.912Z",
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    "scoredUnderOccupationId": "uk-soc-8159",
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      2
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    "confidence": "high",
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    "rationale": "Washing and polishing a car is entirely hands-on work on the vehicle.",
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    "modelId": "claude-opus-5",
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    "rationale": "Cleaning windows is hands-on work on the vehicle itself.",
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    "scoredUnderOccupationId": "uk-soc-9226",
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  {
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Shampooing upholstery and carpets is hands-on work with machinery.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
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    "scoredUnderOccupationId": "uk-soc-9223",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Waxing and polishing bodywork is physical work that has to be done by hand.",
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    "modelId": "claude-opus-5",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Product safety instructions are well documented and easy to summarise, but following them happens while cleaning the vehicle.",
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    "modelId": "claude-opus-5",
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    "rationale": "Rinsing items and racking them to dry is entirely manual work.",
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    "modelId": "claude-opus-5",
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    "rationale": "Drying surfaces by hand or with air lines is entirely physical work.",
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    "modelId": "claude-opus-5",
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  {
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      2
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    "rationale": "Judging whether a vehicle is properly clean means looking at it in person.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Shovelling and sweeping is done with hands and tools in the workplace itself.",
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    "modelId": "claude-opus-5",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "In a valeting role this is a visual check at handover rather than a legal test, so no licence applies, but someone must see the vehicle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T10:01:23Z",
    "keyingScheme": "text+occupation",
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    "rationale": "Moving and parking vehicles requires someone in the driving seat.",
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    "rationale": "Steam cleaning an engine bay is hands-on work with a lance and hot water.",
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    "modelId": "claude-opus-5",
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    "rationale": "Steam cleaning a vehicle frame is physical work done at the vehicle.",
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    "rationale": "Cleaning wheel arches by steam is hands-on work under the vehicle.",
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    "rationale": "Soaking parts and equipment is hands-on work at the wash bay.",
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    "rationale": "Pressing the controls to start machinery requires someone at the machine.",
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    "modelId": "claude-opus-5",
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    "rationale": "Driving tools and materials to site is physical work behind the wheel.",
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    "modelId": "claude-opus-5",
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    "rationale": "Mixing surface compounds means handling and blending real materials on site.",
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    "rationale": "Moving materials around with trolleys and hoists is physical work in the plant.",
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    "rationale": "Telling a customer where their car is can be automated, but actually delivering the vehicle needs a driver.",
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    "modelId": "claude-opus-5",
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    "unstable": false,
    "rationale": "Greasing and servicing equipment by hand is physical work.",
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    "modelId": "claude-opus-5",
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    "rationale": "Passing on a fault report is simple, but noticing the fault means being on the line.",
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    "confidence": "high",
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    "rationale": "Turning handles to set pressure and flow is done by hand at the equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Soaking parts and equipment is hands-on work at the wash bay.",
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    "rationale": "Washing out compactor bodies is hands-on work at the depot.",
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    "rationale": "Shovelling and sweeping is done with hands and tools in the workplace itself.",
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    "rationale": "Moving materials around with trolleys and hoists is physical work in the plant.",
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      2
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    "confidence": "high",
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    "rationale": "Smoke tests and camera surveys need someone at the chimney setting the equipment up and moving it.",
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      2
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    "rationale": "Sheeting up a room to keep soot out is done by hand before the work starts.",
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      3
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    "rationale": "Clearing and repairing drains and manholes is physical work in the ground, often in confined spaces needing trained entry.",
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    "rationale": "Running a water jetting lance down a sewer is physical work needing a trained operator on site.",
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    "rationale": "Working a power rodder through a sewer is done by hand at the machine.",
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    "rationale": "Software can read the drawings, but someone still has to match them to the ground before digging.",
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    "rationale": "Fitting the right cutter to a drain machine is done by hand at the reel.",
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      1
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    "rationale": "Feeding rodding cable into a drain is done by hand at the machine, so this stays with the operator.",
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    "modelId": "claude-opus-5",
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    "rationale": "Digging out sewer lines by shovel is heavy physical work.",
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    "rationale": "Repairing a drainage machine means physically working on it with tools, which software cannot do from a screen.",
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    "rationale": "Driving machines and materials to site is physical work.",
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  {
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    "rationale": "Tracing a problem with detection equipment means walking the line with the kit.",
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    "rationale": "Measuring an excavation with rods and tapes is done on site by hand.",
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    "rationale": "Changing a cutting head to suit the pipe is done by hand at the machine.",
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    "rationale": "Marking where pipes and cables run is done on the actual wall or ground.",
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    "rationale": "Cutting into a live sewer and fitting a saddle is physical work on site, done by authorised crews.",
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    "rationale": "Backfilling and compacting ground is physical work with tools and machines on site.",
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    "rationale": "Cutting pipe to length is a hands-on shop or trench task with no digital version.",
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      0,
      4
    ],
    "d": [
      1,
      4,
      0,
      2,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Warning someone to stop smoking or disturbing proceedings requires being present with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9231",
    "occupationId": null
  },
  {
    "taskId": "uk-9231-T-08150",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Escorting someone through a building is physical work that needs an officer alongside them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9231",
    "occupationId": null
  },
  {
    "taskId": "uk-9231-T-13205",
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      0,
      4
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    "d": [
      1,
      4,
      1,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Watching prisoners during work or recreation means being present among them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9231",
    "occupationId": null
  },
  {
    "taskId": "uk-9231-T-17076",
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      0,
      4
    ],
    "d": [
      0,
      4,
      2,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Taking someone into custody involves physical handling and presence throughout.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9231",
    "occupationId": null
  },
  {
    "taskId": "uk-9231-T-01115",
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      0,
      4
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    "d": [
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      4,
      2,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Using approved force techniques is entirely physical and needs a trained officer present.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9231",
    "occupationId": null
  },
  {
    "taskId": "uk-9231-T-04052",
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      0,
      12
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    "d": [
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      3,
      3,
      0,
      2
    ],
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    "unstable": false,
    "rationale": "Counting prisoners means walking the wing and seeing each person, and only an authorised officer may carry out the check.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:40:07Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-9231",
    "occupationId": null
  },
  {
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      4
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    "d": [
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      4,
      1,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Escorting prisoners to court is physical transport and supervision.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9231",
    "occupationId": null
  },
  {
    "taskId": "uk-9231-T-10262",
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      0,
      4
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      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking locks, bars, doors and gates means physically testing them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9231",
    "occupationId": null
  },
  {
    "taskId": "uk-9231-T-12927",
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      10
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    "d": [
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      3,
      0,
      3,
      1
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Calming a dispute between inmates depends on being there in person and on trust built over time.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9231",
    "occupationId": null
  },
  {
    "taskId": "uk-9231-T-16730",
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      0,
      10
    ],
    "d": [
      1,
      3,
      1,
      3,
      1
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Supporting vulnerable people depends on being present and trusted, and carries safeguarding duties a person must hold.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9231",
    "occupationId": null
  },
  {
    "taskId": "uk-9231-T-18313",
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      0,
      4
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    "d": [
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      4,
      1,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Being first on scene means physically getting to the incident.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9231",
    "occupationId": null
  },
  {
    "taskId": "uk-9231-T-21267",
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      2,
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      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Communicating well with colleagues and the public depends on live human interaction in the moment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9231",
    "occupationId": null
  },
  {
    "taskId": "uk-9231-T-00016",
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    "d": [
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      4,
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      2
    ],
    "confidence": "high",
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    "rationale": "Managing keys to secure areas means physically holding, issuing and returning them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9231",
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  },
  {
    "taskId": "uk-9231-T-04037",
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      6,
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Fire safety checks mean walking the building; only writing up the findings is desk work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9231",
    "occupationId": null
  },
  {
    "taskId": "uk-9231-T-09207",
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    ],
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      1,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Booking prisoners in on arrival involves physical processing and presence.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9231",
    "occupationId": null
  },
  {
    "taskId": "uk-9231-T-10321",
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      1
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    "confidence": "medium",
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    "rationale": "Opening and searching mail is hands-on, and in a custodial setting only an authorised officer is permitted to do it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:40:07Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-9231",
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  },
  {
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      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Coordinating a live response with police or other agencies happens in the moment on site, and a licensed guard is the accountable person doing it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:40:07Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-9231",
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  },
  {
    "taskId": "uk-9231-T-14908",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Searching cells for contraband is hands-on physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9231",
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  },
  {
    "taskId": "uk-9231-T-17095",
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      3,
      1
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    "confidence": "medium",
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    "rationale": "Spotting and calming a brewing conflict depends on reading a room in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9231",
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  {
    "taskId": "uk-9231-T-20361",
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    "rationale": "Taking prisoners into custody is physical work requiring officers present.",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9231",
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      3
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    "confidence": "low",
    "unstable": false,
    "rationale": "Some of this is ordinary computer work, but most tools and equipment in a prison are used by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "uk-9231-T-00613",
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    "rationale": "Advising prisoners on personal problems depends on being trusted face-to-face, with welfare responsibilities attached.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
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    "rationale": "Mandatory training has to be completed by the officer themselves; software cannot hold the qualification for them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      3
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    "unstable": false,
    "rationale": "Risk assessments need someone to walk the site, though the written assessment itself follows a standard format.",
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      2
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    "unstable": false,
    "rationale": "Guarding an entrance and screening visitors requires standing there in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "taskId": "uk-9231-T-11094",
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    "rationale": "Issuing clothing and tools to inmates means physically handing items over.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-9231",
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    "confidence": "medium",
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    "rationale": "Telling supervisors about unusual events is simple reporting, but noticing them means being there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Recording identifications, charges and incidents is structured record-keeping software handles well, with the officer confirming the facts.",
    "promptVersion": "task_scoring_v1.0",
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      1
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    "rationale": "Searching for and detaining someone who has escaped is physical work, and only an authorised officer may lawfully do it.",
    "promptVersion": "task_scoring_v1.0",
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    "scoredAt": "2026-08-05T09:40:07Z",
    "keyingScheme": "text+occupation",
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  {
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      2
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    "rationale": "Supervising officers on a wing means being present, directing people and taking responsibility for their safety.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9231",
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  {
    "taskId": "uk-9231-T-02518",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Calling the emergency services is simple, and alarm systems already do it, but staff on site confirm what is happening.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9231",
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  {
    "taskId": "uk-9231-T-13120",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Badge systems already automate much access control, but a guard still checks people at the door.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "uk-9231-T-14964",
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Physically removing someone from a venue can only be done by a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9231",
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  {
    "taskId": "uk-9231-T-01312",
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      2,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Evicting or detaining someone, using force if needed, is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "uk-9231-T-03356",
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      3,
      17
    ],
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      1,
      2,
      1,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Working alongside the police depends on live, trusted co-operation in real situations.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9231",
    "occupationId": null
  },
  {
    "taskId": "uk-9231-T-11016",
    "score": 6,
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      0,
      13
    ],
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      1,
      3,
      0,
      2,
      2
    ],
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    "rationale": "Investigating a disturbance means going to it and judging what is happening in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9231",
    "occupationId": null
  },
  {
    "taskId": "uk-9231-T-13307",
    "score": 21,
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      14,
      28
    ],
    "d": [
      2,
      2,
      0,
      1,
      2
    ],
    "confidence": "medium",
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    "rationale": "Cameras and software can flag unusual behaviour, but judging what it means still needs someone watching on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9231",
    "occupationId": null
  },
  {
    "taskId": "uk-9231-T-14740",
    "score": 0,
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    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Patrolling and securing doors and windows means walking the site and locking up.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9231",
    "occupationId": null
  },
  {
    "taskId": "uk-9231-T-18382",
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    "band": "minimal",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Answering an alarm means physically getting to the location and checking it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9231",
    "occupationId": null
  },
  {
    "taskId": "uk-9231-T-21852",
    "score": 68,
    "band": "high",
    "range": [
      61,
      75
    ],
    "d": [
      3,
      0,
      0,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Incident reports follow a standard format software drafts well, but the facts come from what the guard witnessed.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9231",
    "occupationId": null
  },
  {
    "taskId": "uk-9231-T-02954",
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      0,
      4
    ],
    "d": [
      2,
      4,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking tickets on the door means being at the entrance dealing with people as they arrive.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9231",
    "occupationId": null
  },
  {
    "taskId": "uk-9231-T-07810",
    "score": 0,
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      0,
      4
    ],
    "d": [
      1,
      4,
      0,
      2,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Judging whether someone meets a dress code happens at the door, face-to-face.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9231",
    "occupationId": null
  },
  {
    "taskId": "uk-9231-T-11531",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      1,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Locking up doors and gates is physical work that requires someone walking the building with keys.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:40:07Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-9231",
    "occupationId": null
  },
  {
    "taskId": "uk-9231-T-13551",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      2,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Moving among crowds to keep order requires being in the crowd.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9231",
    "occupationId": null
  },
  {
    "taskId": "uk-9231-T-18360",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      2,
      2,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Giving first aid in an emergency requires hands on the casualty.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9231",
    "occupationId": null
  },
  {
    "taskId": "uk-9231-T-21563",
    "score": 4,
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    "range": [
      0,
      11
    ],
    "d": [
      1,
      3,
      2,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Challenging someone about breaking the rules happens face to face, and a licensed guard is the person legally doing that job.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-9231",
    "occupationId": null
  },
  {
    "taskId": "uk-9231-T-03303",
    "score": 30,
    "band": "low",
    "range": [
      23,
      37
    ],
    "d": [
      2,
      1,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Working with health and safety managers is mostly meetings and documents, but agreement comes from people talking.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9231",
    "occupationId": null
  },
  {
    "taskId": "uk-9231-T-10374",
    "score": 8,
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      1,
      15
    ],
    "d": [
      1,
      3,
      0,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking security equipment for faults or tampering means looking at and handling the kit.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9231",
    "occupationId": null
  },
  {
    "taskId": "uk-9231-T-12161",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping a venue clean and secure is physical work around the building.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9231",
    "occupationId": null
  },
  {
    "taskId": "uk-9231-T-18308",
    "score": 7,
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    "range": [
      0,
      14
    ],
    "d": [
      1,
      2,
      0,
      3,
      1
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Settling a row between people depends on trust built in the moment with the individuals involved, not on written procedure.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:40:07Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-9231",
    "occupationId": null
  },
  {
    "taskId": "uk-9232-T-02029",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Stopping traffic and walking children across the road requires a person standing there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:51:27.741Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9232",
    "occupationId": null
  },
  {
    "taskId": "uk-9232-T-09388",
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      0,
      4
    ],
    "d": [
      0,
      4,
      3,
      2,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Stepping into the road to stop traffic is physical, and only an authorised patrol officer has the legal power to do it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:40:07Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-9232",
    "occupationId": null
  },
  {
    "taskId": "uk-9232-T-21123",
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      0,
      4
    ],
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      0,
      4,
      0,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Holding out the patrol sign is physical presence in the road.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9232",
    "occupationId": null
  },
  {
    "taskId": "uk-9232-T-01850",
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      4
    ],
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      0,
      4,
      0,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cutting up a child's food is done with hands at the table.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9232",
    "occupationId": null
  },
  {
    "taskId": "uk-9232-T-03626",
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      13,
      27
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      2,
      2,
      0,
      2,
      3
    ],
    "confidence": "medium",
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    "rationale": "The explanation can be prepared, but teaching road rules to children happens face to face at the kerb.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9232",
    "occupationId": null
  },
  {
    "taskId": "uk-9232-T-19962",
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      4
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      0,
      4,
      0,
      2,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Supervising children means an adult being present and watching.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9232",
    "occupationId": null
  },
  {
    "taskId": "uk-9232-T-03533",
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      4
    ],
    "d": [
      0,
      4,
      0,
      3,
      1
    ],
    "confidence": "high",
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    "rationale": "Comforting an upset child needs a person there with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9232",
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  },
  {
    "taskId": "uk-9232-T-13491",
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      4
    ],
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      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
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    "rationale": "Judging a safe gap in traffic requires standing at the crossing watching it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9232",
    "occupationId": null
  },
  {
    "taskId": "uk-9232-T-18006",
    "score": 32,
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      25,
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    ],
    "d": [
      2,
      1,
      0,
      1,
      2
    ],
    "confidence": "medium",
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    "rationale": "The report itself is quick paperwork, though the person has to be there to see it happen.",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9232",
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  },
  {
    "taskId": "uk-9232-T-21583",
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      4
    ],
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      4,
      0,
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Staying alert to approaching traffic requires being at the crossing.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9232",
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  },
  {
    "taskId": "uk-9232-T-11366",
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      1,
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      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Sign meanings are published, but learning a particular patrol area means walking it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9232",
    "occupationId": null
  },
  {
    "taskId": "uk-9232-T-18009",
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      21,
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    ],
    "d": [
      2,
      1,
      1,
      1,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Writing the referral is simple, but spotting the behaviour and knowing the child needs the person on duty.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9232",
    "occupationId": null
  },
  {
    "taskId": "uk-9232-T-07379",
    "score": 49,
    "band": "partial",
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      42,
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    ],
    "d": [
      3,
      1,
      1,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Incident reports follow a standard format software drafts well once someone describes what happened.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:51:27.741Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9232",
    "occupationId": null
  },
  {
    "taskId": "uk-9232-T-17913",
    "score": 14,
    "band": "minimal",
    "range": [
      7,
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    ],
    "d": [
      2,
      3,
      0,
      0,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Noticing a broken light means being out there and seeing it, even though reporting it is simple.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:13:44.082Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6131",
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  },
  {
    "taskId": "uk-9232-T-07152",
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Directing traffic requires a person in the road.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:51:27.741Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9232",
    "occupationId": null
  },
  {
    "taskId": "uk-9232-T-17104",
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    "band": "minimal",
    "range": [
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    ],
    "d": [
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      1,
      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Putting a plaster on a grazed knee and calming the child needs someone physically there in the playground.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:40:07Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-9232",
    "occupationId": null
  },
  {
    "taskId": "uk-9232-T-20405",
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    "band": "minimal",
    "range": [
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    ],
    "d": [
      1,
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      0,
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Children learn manners from an adult sitting with them, day after day.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:51:27.741Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9232",
    "occupationId": null
  },
  {
    "taskId": "uk-9232-T-11562",
    "score": 8,
    "band": "minimal",
    "range": [
      1,
      15
    ],
    "d": [
      1,
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      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Reading number plates as vehicles pass requires someone watching the crossing.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:51:27.741Z",
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      2
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    "rationale": "Pricing and putting stock on shelves is physical work in the store.",
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    "modelId": "claude-opus-5",
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      3
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    "rationale": "Packing and unpacking stock is manual handling.",
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    "rationale": "Attaching tags to goods is done by hand.",
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    "rationale": "Moving cages and boxes is physical work.",
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    "rationale": "Unloading and opening deliveries is physical work.",
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    "rationale": "Keeping the work area tidy is physical work.",
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    "rationale": "Storing stock tidily is physical work in the stockroom.",
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      3
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    "rationale": "Matching an invoice against a delivery is a check software does well, once someone has looked at what arrived.",
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      3
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    "rationale": "Recording data is simple clerical work, though it is done on the shop floor as things are seen.",
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    "rationale": "Building a display is physical work in the store.",
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    "rationale": "Storage decisions follow known rules, but they depend on the particular stockroom and what moves fastest.",
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  {
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      14
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    "rationale": "Noticing a machine or material is faulty comes from working with it, though the report is simple.",
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  {
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      2
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    "modelId": "claude-opus-5",
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  {
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      2
    ],
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    "rationale": "Packing and unpacking stock is manual handling.",
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    "modelId": "claude-opus-5",
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  },
  {
    "taskId": "uk-9249-T-15008",
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      4,
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      0,
      1
    ],
    "confidence": "high",
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    "rationale": "Putting items into a trolley is physical picking work.",
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  {
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      3
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  },
  {
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      3,
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      0,
      2
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    "confidence": "medium",
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    "rationale": "Checking items for faults means looking at and handling them before they go out.",
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    "modelId": "claude-opus-5",
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  {
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      4
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Carrying packages out to a customer's vehicle is physical help.",
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    "modelId": "claude-opus-5",
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  },
  {
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      2,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "The till system produces the receipt, though someone is at the counter with the customer.",
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    "modelId": "claude-opus-5",
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      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Arranging stock on shelves and displays is hands-on work in the shop.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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      2
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    "rationale": "Storing stock tidily is physical work in the stockroom.",
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  {
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      1,
      3
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    "confidence": "medium",
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    "rationale": "Shop systems already suggest sensible swaps, though the picker checks what is actually on the shelf.",
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  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Logging outgoing orders is screen work that order systems already record automatically.",
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      3
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    "confidence": "high",
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    "rationale": "Working out what to order from order histories and demand figures is a calculation software already does well from data on file.",
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    "scoredAt": "2026-08-05T09:40:07Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-9249",
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    "d": [
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Unloading and opening deliveries is physical work.",
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    "modelId": "claude-opus-5",
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  },
  {
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      2
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    "confidence": "high",
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    "rationale": "Cleaning equipment and storage areas is physical work.",
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      3
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    "confidence": "medium",
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    "rationale": "Reorder levels can be calculated, but looking over the merchandise means being there.",
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      4,
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      1
    ],
    "confidence": "high",
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    "rationale": "Fetching parts from the storeroom means walking and carrying.",
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  {
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      3
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    "rationale": "Attaching tags to goods is done by hand.",
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  {
    "taskId": "uk-9249-T-07331",
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      3
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    "rationale": "Removing damaged stock means handling it, though the wastage record is simple.",
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  },
  {
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      2
    ],
    "confidence": "high",
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    "rationale": "Voice picking still needs a person moving around the warehouse collecting stock.",
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      3
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    "rationale": "Pricing and putting stock on shelves is physical work in the store.",
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  {
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      3
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      3
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    "rationale": "Matching an invoice against a delivery is a check software does well, once someone has looked at what arrived.",
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    "scoredUnderOccupationId": "uk-soc-9241",
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      2
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    "confidence": "medium",
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    "rationale": "Storage decisions follow known rules, but they depend on the particular stockroom and what moves fastest.",
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    "rationale": "Recording data is simple clerical work, though it is done on the shop floor as things are seen.",
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    "rationale": "Answers are easy to supply, but the help itself is given face to face in the shop.",
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      3
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    "rationale": "The counting happens in the stockroom, but recording it into the system is straightforward.",
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      3
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  {
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      4
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    "rationale": "Keeping customer records tidy and accurate is exactly what software is best at, apart from the odd bit of paper filing.",
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    "rationale": "Collecting trolleys from the car park is physical outdoor work.",
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    "modelId": "claude-opus-5",
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    "rationale": "Picking up litter is physical work in the place where the litter is.",
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    "modelId": "claude-opus-5",
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    "rationale": "Much customer help can be automated, though some of it means dealing with people at the venue.",
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    "modelId": "claude-opus-5",
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    "scoredUnderOccupationId": "uk-soc-4129",
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      3
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      3
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      3
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    "confidence": "high",
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    "rationale": "Loading and unloading containers is physical work.",
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    "rationale": "Moving loads around the warehouse is physical work.",
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      3
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    "rationale": "Label details come from the system, but someone still has to fix tags to the containers.",
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      3
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      4
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    "rationale": "Working out what to reorder and when is well-documented number work software does well.",
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    "rationale": "Operating lifting equipment needs a person on the machine.",
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    "rationale": "Fitting slings, nets and hooks is hands-on rigging work.",
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    "rationale": "Stock levels are tracked in software, but keeping the areas topped up is physical.",
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    "rationale": "Instructions are spoken on the floor, though working out what kit is needed is straightforward.",
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    "rationale": "Tidying tools and materials away is physical work.",
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      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Getting goods off the vehicle takes hands and muscle at the delivery address.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9253",
    "occupationId": null
  },
  {
    "taskId": "uk-9253-T-05607",
    "score": 9,
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      16
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    "d": [
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      3,
      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can produce the invoice, but the delivery itself still needs a person carrying goods to the customer.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9253",
    "occupationId": null
  },
  {
    "taskId": "uk-9253-T-07515",
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      4
    ],
    "d": [
      0,
      4,
      3,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Driving a lorry over 3.5 tonnes needs a person at the wheel who holds the vocational licence the law requires.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-9253",
    "occupationId": null
  },
  {
    "taskId": "uk-9253-T-14634",
    "score": 0,
    "band": "minimal",
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      0,
      4
    ],
    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Putting goods into packaging is hands-on work that has to happen at the bench.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:42:09.184Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9132",
    "occupationId": null
  },
  {
    "taskId": "uk-9253-T-04437",
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    "band": "low",
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      25,
      39
    ],
    "d": [
      3,
      2,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking a list with the customer is largely admin, though it usually happens face to face in their home.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9253",
    "occupationId": null
  },
  {
    "taskId": "uk-9253-T-07166",
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    "band": "minimal",
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      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Taking furniture apart needs tools and hands in the room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9253",
    "occupationId": null
  },
  {
    "taskId": "uk-9253-T-08933",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "This is about how you behave while driving, so it needs a person actually operating the vehicle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9253",
    "occupationId": null
  },
  {
    "taskId": "uk-9253-T-13731",
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      0,
      4
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    "d": [
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      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Staying within the law on the road is something only the person driving can do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9253",
    "occupationId": null
  },
  {
    "taskId": "uk-9253-T-18447",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Bringing goods physically back to the depot needs a driver and a vehicle.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9253",
    "occupationId": null
  },
  {
    "taskId": "uk-9253-T-03487",
    "score": 32,
    "band": "low",
    "range": [
      25,
      39
    ],
    "d": [
      3,
      2,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Taking payment is largely handled by card machines and online payment already, though someone still has to be at the door with the goods.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-9253",
    "occupationId": null
  },
  {
    "taskId": "uk-9253-T-06207",
    "score": 93,
    "band": "very high",
    "range": [
      89,
      97
    ],
    "d": [
      4,
      0,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Route planning is exactly what satellite navigation and delivery software already do better than a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:18:53.283Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8214",
    "occupationId": null
  },
  {
    "taskId": "uk-9253-T-07989",
    "score": 32,
    "band": "low",
    "range": [
      25,
      39
    ],
    "d": [
      3,
      2,
      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Proof of delivery is now mostly app signatures or photos, but someone still has to be at the door to get it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-9253",
    "occupationId": null
  },
  {
    "taskId": "uk-9253-T-10375",
    "score": 38,
    "band": "low",
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      31,
      45
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    "d": [
      3,
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      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Comparing contents to paperwork is simple checking, but the boxes must be opened and looked at.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:08:06.879Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4133",
    "occupationId": null
  },
  {
    "taskId": "uk-9253-T-15267",
    "score": 83,
    "band": "very high",
    "range": [
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    ],
    "d": [
      3,
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      0,
      0,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Routing software is mature, though planners still override it for access, driver hours and customer quirks.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1243",
    "occupationId": null
  },
  {
    "taskId": "uk-9253-T-17938",
    "score": 48,
    "band": "partial",
    "range": [
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    "d": [
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Passing on delay and incident updates is short routine communication, and vehicle tracking systems already flag many of these situations automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-9253",
    "occupationId": null
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  {
    "taskId": "uk-9253-T-21047",
    "score": 69,
    "band": "high",
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    "d": [
      4,
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      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Filling in delivery records is routine form-work that handheld scanners and software already handle, though the details come from someone out on the round.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-9253",
    "occupationId": null
  },
  {
    "taskId": "uk-9259-T-04745",
    "score": 39,
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    "d": [
      3,
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      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Coordinating a crew is mostly planning and messages, though it relies on working relationships.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8134",
    "occupationId": null
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  {
    "taskId": "uk-9259-T-14017",
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    "d": [
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      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Operating heavy machinery means being in the cab.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T14:20:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9139",
    "occupationId": null
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  {
    "taskId": "uk-9259-T-14112",
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    "d": [
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      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Operating loading gear is done by someone at the controls on board.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3311",
    "occupationId": null
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  {
    "taskId": "uk-9259-T-02857",
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    "d": [
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      4,
      1,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Judging whether a vessel is clean and correctly loaded means climbing up and looking.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:42:05.118Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
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  {
    "taskId": "uk-9259-T-04454",
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    "d": [
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      3,
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Coupling fuel hoses to a berthed ship is hands-on work, and harbour rules require a trained, authorised person to carry it out or supervise it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T11:20:00Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-9259",
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  {
    "taskId": "uk-9259-T-08098",
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      2,
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Matching load numbers to paperwork is easy for software, but confirming the right vehicle is in the right place needs eyes on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9259",
    "occupationId": null
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  {
    "taskId": "uk-9259-T-13391",
    "score": 56,
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Tank and line movements are already tracked by instrumentation and reported automatically.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5223",
    "occupationId": null
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  {
    "taskId": "uk-9259-T-13972",
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Running a conveyor means standing at the controls and watching the cargo move, which needs a person on the spot.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9259",
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  {
    "taskId": "uk-9259-T-14099",
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    "d": [
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      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Running transfer pumps means being at the valves and controls.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3311",
    "occupationId": null
  },
  {
    "taskId": "uk-9259-T-18916",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Securing a load and keeping it intact is hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9252",
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  {
    "taskId": "uk-9259-T-04449",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Clipping an earth cable onto a tanker wagon is hands-on work that no software can do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9259",
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  {
    "taskId": "uk-9259-T-07094",
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      2,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Directing a team through opening tank wagon caps means being alongside them as the work happens.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9259",
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  {
    "taskId": "uk-9259-T-13386",
    "score": 37,
    "band": "low",
    "range": [
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    "d": [
      2,
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can pull together port information and share it, but judging what is actually happening on the quay still needs local eyes.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9259",
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  {
    "taskId": "uk-9259-T-13971",
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    "d": [
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Running conveyors and hoists to move materials is physical work on the floor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:22:49.974Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8119",
    "occupationId": null
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  {
    "taskId": "uk-9259-T-14010",
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    "d": [
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      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Loading lorries by forklift is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:45:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9225",
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  {
    "taskId": "uk-9259-T-14124",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Operating unloading equipment on a railway tank car is physical work at the wagon itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9259",
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  {
    "taskId": "uk-9259-T-18885",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Sealing a valve is a physical act carried out by hand at the tanker.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9259",
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Starting pumps and opening valves is done at the plant.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5223",
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      3
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    "unstable": false,
    "rationale": "The specification itself is easy to generate, but someone still has to walk out and fix it to the tank.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Dipping a tank with a gauge rod is physical work on top of the tank.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Moving finished goods to storage is lifting and carrying that needs a person there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:42:09.184Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9132",
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  {
    "taskId": "uk-9259-T-14039",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Driving a loader around a warehouse is hands-on work that software cannot take on.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9259",
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  {
    "taskId": "uk-9259-T-14625",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Packing and moving goods is physical handling.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T21:24:42.439Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-8113",
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  {
    "taskId": "uk-9259-T-17335",
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    "d": [
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      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Recording quantities pumped is data logging that instrumentation already does.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-5223",
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  {
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    "confidence": "high",
    "unstable": false,
    "rationale": "Swinging a loading spout into place at the right moment is physical work at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9259",
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  {
    "taskId": "uk-9259-T-21262",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Cargo and passenger paperwork is structured, repetitive screen work that software handles well, with people checking the unusual cases.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T16:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9259",
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  },
  {
    "taskId": "uk-9261-T-01818",
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      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Matching staff to stations against the shift plan is scheduling work that software does well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-9261-T-04750",
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    "d": [
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      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Running the bar and keeping it within licensing law happens live on the floor, and the law puts a licence holder in charge.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:40:07Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-9261",
    "occupationId": null
  },
  {
    "taskId": "uk-9261-T-11266",
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Directing a team mid-service depends on being there and on people trusting who is asking.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:40:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9261",
    "occupationId": null
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  {
    "taskId": "uk-9261-T-20075",
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      3
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    "rationale": "Service standards can be planned and tracked on paper, but overseeing them happens in the room.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9265",
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    "confidence": "high",
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    "rationale": "Moving equipment and setting up a service area is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "uk-9261-T-03488",
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      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Taking payment at the bar is a face-to-face moment, even though the payment processing behind it is already fully automated.",
    "promptVersion": "task_scoring_v1.0",
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      3
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    "confidence": "medium",
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    "rationale": "Software can plan and track the work, but keeping a team to standard relies on the supervisor.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:15:00.000Z",
    "keyingScheme": "text-only",
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  {
    "taskId": "uk-9261-T-07621",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Training material on hygiene and safety is easy to produce, but getting a team to take it in is done in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:40:07Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-9261",
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  {
    "taskId": "uk-9261-T-09208",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Greeting people and walking them to a table needs someone in the room.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "uk-9261-T-10997",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Complaints are often settled at the table, though systems can suggest a fair outcome.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1222",
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  {
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      2,
      2
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    "confidence": "high",
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    "rationale": "Pouring and carrying drinks to a table needs hands and presence, and alcohol may only be sold under a personal licence holder's authority.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:40:07Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-9261",
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    "taskId": "uk-9261-T-20652",
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    "confidence": "high",
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    "rationale": "Training and supervising staff depends on a person alongside them on the floor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1121",
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    "rationale": "Developing colleagues depends on knowing them and earning their confidence over time.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4122",
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Induction arrangements are largely scheduling and paperwork, though someone usually welcomes the new starter in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1136",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Reconciling the takings is a straightforward calculation for software, but someone still counts the cash drawer at the end of service.",
    "promptVersion": "task_scoring_v1.0",
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      2
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    "confidence": "medium",
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    "rationale": "Teaching a cook a technique means showing them at the bench and correcting their hands.",
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      3
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    "rationale": "Maintenance schedules follow manufacturer guidance and service patterns, which is straightforward planning on paper.",
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    "unstable": false,
    "rationale": "Communications can be written for you, but leading them well depends on how people receive the messenger.",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can shortlist candidates and draft the letters, but hiring and dismissal decisions are delivered face to face by the employer.",
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    "rationale": "Checking supplies, equipment and work areas means walking the kitchen and looking at them.",
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Card systems handle most payments now, though cash still passes across the bar.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "rationale": "Judging how staff look and perform means watching them work on the floor.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Planning shifts and work around customer demand is scheduling that software does quickly and well.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3557",
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    "unstable": false,
    "rationale": "Writing recommendations is easy; the useful part comes from having watched this team and this kit.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "unstable": false,
    "rationale": "Objectives motivate a team when they come from a supervisor working alongside them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T19:30:00.000Z",
    "keyingScheme": "text-only",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Finding where costs could come down is number work over data the business already holds, which software does quickly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "rationale": "Collecting and returning laundry means carrying it around the hospital in person.",
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    "rationale": "Taking a person who has died to the mortuary is a physical journey handled with care by staff.",
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    "rationale": "Sorting clinical and general waste into the right bins is done by hand at the bin.",
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    "rationale": "Using mixers, knives and cutters needs a person at the machine.",
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    "rationale": "Putting meals in front of people is a hands-on job.",
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      1
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    "confidence": "high",
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      2
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    "rationale": "Peeling, chopping and deseeding is manual knife work.",
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      2
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      2
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    "rationale": "Filling serving stations, cupboards and fridges is manual work.",
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      3
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    "rationale": "Orders are usually taken face to face at the counter, though ordering systems already handle the routine part.",
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      2
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    "rationale": "Scrubbing equipment with brushes and detergent is entirely physical.",
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    "rationale": "Putting the right food on each patient tray is hands-on assembly work in the kitchen.",
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      3
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      6,
      20
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      2,
      3,
      0,
      0,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Organising your own shift work happens on the restaurant floor, judging what needs doing next.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9264",
    "occupationId": null
  },
  {
    "taskId": "uk-9264-T-15509",
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      65,
      73
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    "d": [
      4,
      1,
      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Tills itemise and total bills automatically, which is one of the oldest jobs computers do in restaurants.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9264",
    "occupationId": null
  },
  {
    "taskId": "uk-9264-T-18228",
    "score": 7,
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      0,
      14
    ],
    "d": [
      2,
      3,
      0,
      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Putting right a spoiled meal depends on reading an unhappy guest and winning them back at the table.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9264",
    "occupationId": null
  },
  {
    "taskId": "uk-9264-T-19312",
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    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Laying tables with linen and condiments is hands-on preparation work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-9264-T-19767",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Stocking stations with cups, napkins and drink items is manual work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-9264-T-21491",
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      2,
      16
    ],
    "d": [
      2,
      3,
      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Checking back on a table means reading faces and body language while standing beside the guests.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9264",
    "occupationId": null
  },
  {
    "taskId": "uk-9264-T-01060",
    "score": 59,
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      52,
      66
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    "d": [
      4,
      1,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Online booking systems and automated phone answering already take restaurant reservations.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9264",
    "occupationId": null
  },
  {
    "taskId": "uk-9264-T-13783",
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      13,
      27
    ],
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      2,
      2,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Collecting and sorting feedback automates well, but hearing a complaint in person does not.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9223",
    "occupationId": null
  },
  {
    "taskId": "uk-9264-T-16435",
    "score": 28,
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    "range": [
      21,
      35
    ],
    "d": [
      3,
      2,
      1,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Ingredient and allergen information is documented, but the server at the table is accountable for getting it right.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9264",
    "occupationId": null
  },
  {
    "taskId": "uk-9264-T-19375",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Setting up a dining room for the next service is physical preparation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9264",
    "occupationId": null
  },
  {
    "taskId": "uk-9264-T-20295",
    "score": 9,
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      2,
      16
    ],
    "d": [
      1,
      3,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Taking the order could be automated, but making the food up is hands-on.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9263",
    "occupationId": null
  },
  {
    "taskId": "uk-9264-T-01059",
    "score": 59,
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    "range": [
      52,
      66
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      4,
      1,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Answering routine phone enquiries about opening times, menus and directions is well handled by automated systems.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9264",
    "occupationId": null
  },
  {
    "taskId": "uk-9264-T-08795",
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    "band": "minimal",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Refilling condiment containers is hands-on preparation work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9264",
    "occupationId": null
  },
  {
    "taskId": "uk-9264-T-15312",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Portioning desserts means handling food in the kitchen.",
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    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9264",
    "occupationId": null
  },
  {
    "taskId": "uk-9264-T-17063",
    "score": 59,
    "band": "partial",
    "range": [
      52,
      66
    ],
    "d": [
      4,
      1,
      0,
      1,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Taking and recording a reservation is data entry that online booking systems already do.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:41:21.168Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-9264-T-20271",
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      0,
      4
    ],
    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Sweeping floors is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9263",
    "occupationId": null
  },
  {
    "taskId": "uk-9264-T-21492",
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      0,
      4
    ],
    "d": [
      0,
      4,
      3,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking someone's ID before serving alcohol means looking at the document, and the law holds the server responsible.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9264",
    "occupationId": null
  },
  {
    "taskId": "uk-9264-T-17203",
    "score": 29,
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      22,
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    "d": [
      3,
      2,
      0,
      2,
      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Wine pairing is very well documented, though a recommendation at the table also depends on reading the guest.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9264",
    "occupationId": null
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  {
    "taskId": "uk-9264-T-02295",
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      4
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    "d": [
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Brewing coffee and tea is hands-on work with the equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9264",
    "occupationId": null
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  {
    "taskId": "uk-9264-T-09058",
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      4
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    "d": [
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Garnishing and plating dishes means handling food by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T15:29:57.058Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
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  {
    "taskId": "uk-9264-T-15626",
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      4
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Preparing and cooking food is physical kitchen work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9264",
    "occupationId": null
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  {
    "taskId": "uk-9264-T-16586",
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      14,
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    "d": [
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Local directions and tips are exactly the sort of public information software gives well, though guests ask in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "occupationId": null
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  {
    "taskId": "uk-9264-T-20347",
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Taking out rubbish and cleaning bathrooms is physical work on the premises.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9264",
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  {
    "taskId": "uk-9264-T-02968",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Chilling wine means physically putting bottles somewhere cold.",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9264",
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  {
    "taskId": "uk-9264-T-20674",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Training service staff means showing them on the floor during real service, not just handing over notes.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9264",
    "occupationId": null
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  {
    "taskId": "uk-9265-T-07901",
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      0,
      2,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Running every stage of table service, from welcome to payment, means being in the room with the guests.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "uk-9265-T-05568",
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      2
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    "rationale": "Sorting out a guest's problem quickly usually means noticing it and dealing with it there at the table.",
    "promptVersion": "task_scoring_v1.0",
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    "scoredUnderOccupationId": "uk-soc-9264",
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  {
    "taskId": "uk-9265-T-16548",
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      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Good service here comes from reading the customer standing in front of you.",
    "promptVersion": "task_scoring_v1.0",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9223",
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  {
    "taskId": "uk-9265-T-19228",
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      2,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Pouring and handing over drinks happens behind the bar and needs a person standing there.",
    "promptVersion": "task_scoring_v1.0",
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    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9265",
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  {
    "taskId": "uk-9265-T-21492",
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Matching a face to an ID has to happen at the bar, and whoever sells the alcohol is legally answerable for getting it right.",
    "promptVersion": "task_scoring_v1.0",
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    "scoredAt": "2026-08-05T09:40:07Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-9265",
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  {
    "taskId": "uk-9265-T-03064",
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    "d": [
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning bar equipment properly is hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  {
    "taskId": "uk-9265-T-03462",
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Collecting glasses means walking round the room and carrying them.",
    "promptVersion": "task_scoring_v1.0",
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    "scoredUnderOccupationId": "uk-soc-9265",
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  {
    "taskId": "uk-9265-T-03641",
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      3
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    "unstable": false,
    "rationale": "Serving a customer at the counter happens face to face.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1131",
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  {
    "taskId": "uk-9265-T-09211",
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "A welcome only works if a real person is there to give it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9265",
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    "taskId": "uk-9265-T-11733",
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      4,
      1,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping the bar clean is physical work with cloths and cleaning products.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9265",
    "occupationId": null
  },
  {
    "taskId": "uk-9265-T-14912",
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      0,
      4
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      4,
      0,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Serving, cleaning and restocking all happen physically in the dining room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
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    "scoredUnderOccupationId": "uk-soc-9263",
    "occupationId": null
  },
  {
    "taskId": "uk-9265-T-17136",
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      6,
      20
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    "d": [
      3,
      3,
      0,
      2,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Drink suggestions are easy to generate, but they land in a quick chat across the bar.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  },
  {
    "taskId": "uk-9265-T-19225",
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      0,
      4
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    "d": [
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      4,
      1,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Carrying food to someone sitting at the bar needs hands and presence.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
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    "occupationId": null
  },
  {
    "taskId": "uk-9265-T-19765",
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      0,
      4
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    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Restocking means lifting crates and bottles into place.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9265",
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  },
  {
    "taskId": "uk-9265-T-20329",
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      2,
      16
    ],
    "d": [
      1,
      3,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Orders are usually taken face to face at the counter, though ordering systems already handle the routine part.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9263",
    "occupationId": null
  },
  {
    "taskId": "uk-9265-T-21160",
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      0,
      11
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    "d": [
      1,
      3,
      0,
      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Building rapport with a customer happens face to face in the moment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9223",
    "occupationId": null
  },
  {
    "taskId": "uk-9265-T-01345",
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      0,
      4
    ],
    "d": [
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      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Arranging bottles and glassware into a display is done by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
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    "occupationId": null
  },
  {
    "taskId": "uk-9265-T-03132",
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    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Wiping shelves, counters and tables is physical cleaning work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9265",
    "occupationId": null
  },
  {
    "taskId": "uk-9265-T-03158",
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    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning utensils is straightforward hands-on work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9265",
    "occupationId": null
  },
  {
    "taskId": "uk-9265-T-03476",
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      5,
      19
    ],
    "d": [
      2,
      3,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Card machines handle the money, but taking payment at the bar happens face to face.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
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    "occupationId": null
  },
  {
    "taskId": "uk-9265-T-08792",
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      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Refilling drink and ice dispensers is done by hand.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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    "occupationId": null
  },
  {
    "taskId": "uk-9265-T-13018",
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      0,
      4
    ],
    "d": [
      0,
      4,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Mixing and tasting drinks is physical work behind the bar.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9265",
    "occupationId": null
  },
  {
    "taskId": "uk-9265-T-14154",
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      14,
      28
    ],
    "d": [
      4,
      3,
      0,
      1,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Till software handles the transaction, though someone still stands at the till during service.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9265",
    "occupationId": null
  },
  {
    "taskId": "uk-9265-T-15462",
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      6,
      20
    ],
    "d": [
      2,
      3,
      0,
      0,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Organising your own shift work happens on the restaurant floor, judging what needs doing next.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9264",
    "occupationId": null
  },
  {
    "taskId": "uk-9265-T-19212",
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      4
    ],
    "d": [
      0,
      4,
      0,
      1,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Carrying drinks and food to customers requires a person on the floor.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
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    "occupationId": null
  },
  {
    "taskId": "uk-9265-T-19772",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Filling serving stations, cupboards and fridges is manual work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9263",
    "occupationId": null
  },
  {
    "taskId": "uk-9265-T-03042",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning and polishing furniture and fixtures is handwork.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
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    "occupationId": null
  },
  {
    "taskId": "uk-9265-T-03156",
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      4
    ],
    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Mopping up a spill is immediate physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
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    "occupationId": null
  },
  {
    "taskId": "uk-9265-T-13525",
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      4
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    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Mopping or vacuuming a food service floor is physical work on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9223",
    "occupationId": null
  },
  {
    "taskId": "uk-9265-T-13783",
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      13,
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      2,
      2,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Collecting and sorting feedback automates well, but hearing a complaint in person does not.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  },
  {
    "taskId": "uk-9265-T-17661",
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      4
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    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Clearing empty bottles and rubbish is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9265",
    "occupationId": null
  },
  {
    "taskId": "uk-9265-T-19217",
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      4
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    "d": [
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      4,
      0,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Putting meals in front of people is a hands-on job.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9263",
    "occupationId": null
  },
  {
    "taskId": "uk-9265-T-21635",
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      4
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    "d": [
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      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Wiping down tables and seats is hands-on cleaning.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9265",
    "occupationId": null
  },
  {
    "taskId": "uk-9265-T-02228",
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      37,
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    "d": [
      3,
      2,
      0,
      0,
      4
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "The sums are easy for software, but counting the cash in the till at the end of a shift needs a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:40:07Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-9265",
    "occupationId": null
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  {
    "taskId": "uk-9265-T-03154",
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      4
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Sweeping up broken glass safely needs a person on the spot.",
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    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9265",
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  },
  {
    "taskId": "uk-9265-T-04750",
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      12
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    "d": [
      2,
      3,
      2,
      3,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Running a bar shift means being there to watch the room, handle customers and keep within licensing rules.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  },
  {
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Tracking stock levels is easy, but fetching and stacking clean dishes is physical.",
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    "keyingScheme": "text-only",
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  },
  {
    "taskId": "uk-9265-T-12383",
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      36,
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    "d": [
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      2,
      0,
      1,
      4
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Card systems handle most payments now, though cash still passes across the bar.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  },
  {
    "taskId": "uk-9265-T-15857",
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      4
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    "d": [
      0,
      4,
      1,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Preparing food to serve is hands-on kitchen work.",
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    "modelId": "claude-opus-5",
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  {
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Replenishing steam tables and service bars is manual work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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  },
  {
    "taskId": "uk-9265-T-19211",
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      4
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    "d": [
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      1,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Carrying trays of food to customers needs a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
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  {
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Washing dishes and utensils is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9265",
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  },
  {
    "taskId": "uk-9265-T-06910",
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      31,
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    "d": [
      3,
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Recipe ideas come easily from written sources, but mixing and tasting them takes a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9265",
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  {
    "taskId": "uk-9265-T-11522",
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    "d": [
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      1,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Fetching something for a customer means physically going to get it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9265",
    "occupationId": null
  },
  {
    "taskId": "uk-9265-T-14273",
    "score": 32,
    "band": "low",
    "range": [
      25,
      39
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    "d": [
      4,
      2,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Booking a cab takes seconds in an app, but judging who needs one takes being there.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9265",
    "occupationId": null
  },
  {
    "taskId": "uk-9265-T-15626",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Preparing and cooking food is physical kitchen work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9264",
    "occupationId": null
  },
  {
    "taskId": "uk-9265-T-18871",
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    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Scraping plates into bins is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9265",
    "occupationId": null
  },
  {
    "taskId": "uk-9265-T-20024",
    "score": 4,
    "band": "minimal",
    "range": [
      0,
      11
    ],
    "d": [
      1,
      3,
      0,
      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Directing staff mid-service depends on being on the floor watching how the shift is going.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9265",
    "occupationId": null
  },
  {
    "taskId": "uk-9265-T-07680",
    "score": 3,
    "band": "minimal",
    "range": [
      0,
      10
    ],
    "d": [
      1,
      3,
      2,
      3,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Persuading someone to stop drinking is a delicate face-to-face conversation with legal duties attached.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9265",
    "occupationId": null
  },
  {
    "taskId": "uk-9265-T-20075",
    "score": 20,
    "band": "low",
    "range": [
      13,
      27
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    "d": [
      2,
      2,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Service standards can be planned and tracked on paper, but overseeing them happens in the room.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:13:19.389Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9265",
    "occupationId": null
  },
  {
    "taskId": "uk-9266-T-07901",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      2,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Running every stage of table service, from welcome to payment, means being in the room with the guests.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9264",
    "occupationId": null
  },
  {
    "taskId": "uk-9266-T-15477",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Making and carrying drinks is physical work behind the bar and at the table.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9264",
    "occupationId": null
  },
  {
    "taskId": "uk-9266-T-02295",
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      4
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Brewing coffee and tea is hands-on work with the equipment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9264",
    "occupationId": null
  },
  {
    "taskId": "uk-9266-T-03117",
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    "range": [
      0,
      4
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    "d": [
      0,
      4,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning surfaces, utensils and equipment needs someone physically doing it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9263",
    "occupationId": null
  },
  {
    "taskId": "uk-9266-T-05568",
    "score": 9,
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      2,
      16
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    "d": [
      2,
      3,
      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Sorting out a guest's problem quickly usually means noticing it and dealing with it there at the table.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9264",
    "occupationId": null
  },
  {
    "taskId": "uk-9266-T-16548",
    "score": 11,
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    "range": [
      4,
      18
    ],
    "d": [
      1,
      2,
      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Good service here comes from reading the customer standing in front of you.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9223",
    "occupationId": null
  },
  {
    "taskId": "uk-9266-T-19335",
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    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Setting up and cleaning dining areas is physical work on site.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9263",
    "occupationId": null
  },
  {
    "taskId": "uk-9266-T-03017",
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    "range": [
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      4
    ],
    "d": [
      1,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning and maintaining brewing vessels is hands-on work with hoses, brushes and tools.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:31:26.786Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-2129",
    "occupationId": null
  },
  {
    "taskId": "uk-9266-T-03060",
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    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning and tidying a work area is physical work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-6221",
    "occupationId": null
  },
  {
    "taskId": "uk-9266-T-03641",
    "score": 20,
    "band": "low",
    "range": [
      13,
      27
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    "d": [
      2,
      2,
      0,
      2,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Serving a customer at the counter happens face to face.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-1131",
    "occupationId": null
  },
  {
    "taskId": "uk-9266-T-05714",
    "score": 39,
    "band": "low",
    "range": [
      32,
      46
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    "d": [
      4,
      2,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Describing dishes is straightforward once the menu is written down, though guests ask whoever is at the table.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9264",
    "occupationId": null
  },
  {
    "taskId": "uk-9266-T-15311",
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    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Portioning and wrapping food is physical handling.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9263",
    "occupationId": null
  },
  {
    "taskId": "uk-9266-T-15478",
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      4
    ],
    "d": [
      0,
      4,
      0,
      1,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Making and serving food for an event is hands-on kitchen and service work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:08:06.879Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9266",
    "occupationId": null
  },
  {
    "taskId": "uk-9266-T-16517",
    "score": 35,
    "band": "low",
    "range": [
      28,
      42
    ],
    "d": [
      3,
      2,
      0,
      1,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Coffee origins and brewing methods are well documented, though customers usually ask across the counter.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:08:06.879Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-9266-T-19205",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      2,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Carrying food to tables and counters is physical work with people present.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9263",
    "occupationId": null
  },
  {
    "taskId": "uk-9266-T-20318",
    "score": 29,
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      22,
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    ],
    "d": [
      3,
      2,
      0,
      2,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Ordering apps already take orders, but many customers still want to order from a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:08:06.879Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9266",
    "occupationId": null
  },
  {
    "taskId": "uk-9266-T-21160",
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      11
    ],
    "d": [
      1,
      3,
      0,
      3,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Building rapport with a customer happens face to face in the moment.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9223",
    "occupationId": null
  },
  {
    "taskId": "uk-9266-T-01413",
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      7,
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      2,
      3,
      0,
      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Display ideas can be suggested, but arranging the products is physical work in the shop.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9266",
    "occupationId": null
  },
  {
    "taskId": "uk-9266-T-03058",
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      4
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      4,
      0,
      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning and tidying the cafe is physical work at closing time.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:08:06.879Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9266",
    "occupationId": null
  },
  {
    "taskId": "uk-9266-T-03488",
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      21
    ],
    "d": [
      2,
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      0,
      1,
      4
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Taking payment over the counter is a face-to-face step, even though the card processing behind it is already automated.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:40:07Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-9266",
    "occupationId": null
  },
  {
    "taskId": "uk-9266-T-09231",
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      4
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    "d": [
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      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Grinding beans means operating the grinder in the shop.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9266",
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  {
    "taskId": "uk-9266-T-14728",
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Order tickets are already routed by till systems, but the assistant usually passes them in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9263",
    "occupationId": null
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  {
    "taskId": "uk-9266-T-15462",
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      6,
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    "d": [
      2,
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      0,
      0,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Organising your own shift work happens on the restaurant floor, judging what needs doing next.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T00:00:00.000Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9264",
    "occupationId": null
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  {
    "taskId": "uk-9266-T-15536",
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      4
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    "d": [
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      4,
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      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Making cold drinks and desserts on the machines is hands-on preparation.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:08:06.879Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9266",
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  {
    "taskId": "uk-9266-T-19767",
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      4
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    "d": [
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      4,
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      0,
      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Stocking stations with cups, napkins and drink items is manual work.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
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    "occupationId": null
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  {
    "taskId": "uk-9266-T-21582",
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      4
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    "d": [
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      0,
      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Washing up is entirely hands-on work at the sink.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-9266-T-03042",
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    "d": [
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      1
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    "confidence": "high",
    "unstable": false,
    "rationale": "Cleaning and polishing furniture and fixtures is handwork.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:17:35.136Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-9266-T-13783",
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    "band": "low",
    "range": [
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    "d": [
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      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Collecting and sorting feedback automates well, but hearing a complaint in person does not.",
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    "rationale": "Sweeping floors is physical work.",
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    "rationale": "Washing glasses and equipment is hands-on work at the bar.",
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    "rationale": "Cleaning shared areas is physical work in the space.",
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    "rationale": "A video can show the machine, but demonstrating it to a customer happens beside the machine.",
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    "rationale": "Making sandwiches and salads is hands-on food preparation.",
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    "rationale": "Recommending products from stated preferences is exactly what online recommendation tools already do well.",
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    "unstable": false,
    "rationale": "Layout suggestions come easily, but building the display means moving the products yourself.",
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    "d": [
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    "confidence": "high",
    "unstable": false,
    "rationale": "Washing up is physical work at the sink or machine.",
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    "modelId": "claude-opus-5",
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    "rationale": "Wrapping, labelling and dating food is hands-on work with the items.",
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      3
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    "rationale": "Designing and writing a promotional sign is exactly what AI design and writing tools produce well.",
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      3
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    "confidence": "medium",
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    "rationale": "Reordering is easy for software to work out, but checking what is actually on the shelves still means walking the store.",
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    "modelId": "claude-opus-5",
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      3
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    "unstable": false,
    "rationale": "Ordering stock from sales and inventory figures is something software forecasts well, though someone still eyes the store cupboard now and then.",
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    "modelId": "claude-opus-5",
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      1
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    "confidence": "high",
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    "rationale": "Preparing and cooking food is physical kitchen work.",
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    "rationale": "Taking in deliveries and putting them away is physical handling.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Restocking a display means putting physical products back on the shelf.",
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    "modelId": "claude-opus-5",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Slicing food is hands-on preparation with a knife.",
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    "confidence": "high",
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    "rationale": "Taking out rubbish and cleaning bathrooms is physical work on the premises.",
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    "rationale": "Weighing out beans for a customer happens at the counter with the scales.",
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    "rationale": "Someone has to walk to the fridge and read the temperature; only the logging and flagging afterwards is screen work.",
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    "rationale": "Order updates by message or phone are routine contact that automated systems already send.",
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    "rationale": "Flagging a shortage or a special order is a short message that order systems already pass along, though it is often called out in the kitchen.",
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    "rationale": "Placing orders against stock levels is routine ordering that systems already largely handle.",
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    "rationale": "Preparing food to hygiene rules is hands-on kitchen work.",
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    "rationale": "Service standards can be planned and tracked on paper, but overseeing them happens in the room.",
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    "rationale": "Cleaning ride and gaming equipment is hands-on work that has to happen at the machine.",
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    "rationale": "Repairing arcade or ride machinery means tools in hand at the machine itself.",
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    "rationale": "Ordering and stock counts are easy to automate, but putting equipment back out on the floor is physical work.",
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    "rationale": "Spotting wear and damage means looking at, listening to and touching the machinery in person.",
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    "confidence": "high",
    "unstable": false,
    "rationale": "Running a ride means standing at the controls with riders in front of you.",
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    "rationale": "Serving at a bar, kiosk or box office means being behind the counter.",
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    "rationale": "Complaint replies and goodwill offers draft well, but most show complaints are settled on the spot in the foyer.",
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    "rationale": "Cleaning, disinfecting and taking out waste has to be done in the building.",
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    "rationale": "First-aid guidance is widely published, though the point of knowing it is to use your hands when someone is hurt.",
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    "rationale": "Helping someone on or off an animal is hands-on physical help.",
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    "rationale": "Calling the winning number needs someone at the wheel or table watching the result as it lands.",
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      4
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    "rationale": "Collection reports are routine paperwork built from table figures, which software compiles quickly.",
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    "rationale": "Readings can be generated from plentiful published material, but clients come for a particular reader they trust.",
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    "rationale": "Operating stage and flying systems is physical work with heavy equipment.",
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    "rationale": "Operating sound, video and effects equipment is hands-on work at the desk in the venue.",
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    "rationale": "Operating event lighting means an operator at the desk during the show.",
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    "d": [
      0,
      4,
      0,
      0,
      1
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Unloading equipment at a venue is physical labour.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:05:04.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3417",
    "occupationId": null
  },
  {
    "taskId": "uk-9269-T-02666",
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      4
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      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Minor repairs still mean opening the equipment up.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:05:04.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3417",
    "occupationId": null
  },
  {
    "taskId": "uk-9269-T-11691",
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      4
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    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Maintaining and repairing technical equipment needs hands on the kit.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:05:04.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3417",
    "occupationId": null
  },
  {
    "taskId": "uk-9269-T-14138",
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      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Operating recording and playback equipment is hands-on work at the machine.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:05:04.766Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-3417",
    "occupationId": null
  },
  {
    "taskId": "uk-9269-T-21640",
    "score": 21,
    "band": "low",
    "range": [
      14,
      28
    ],
    "d": [
      2,
      2,
      1,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Specifications and certificate checks are documentary, but selecting and receiving equipment happens at the delivery bay.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9269",
    "occupationId": null
  },
  {
    "taskId": "uk-9269-T-11514",
    "score": 18,
    "band": "minimal",
    "range": [
      11,
      25
    ],
    "d": [
      2,
      2,
      0,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Location databases help, but securing a site means visiting it and agreeing terms with whoever owns it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9269",
    "occupationId": null
  },
  {
    "taskId": "uk-9269-T-17965",
    "score": 32,
    "band": "low",
    "range": [
      25,
      39
    ],
    "d": [
      3,
      2,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Reporting a fault is quick paperwork, but spotting it means being in the kitchen.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9263",
    "occupationId": null
  },
  {
    "taskId": "uk-9269-T-06965",
    "score": 24,
    "band": "low",
    "range": [
      17,
      31
    ],
    "d": [
      2,
      2,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Software can suggest likely causes from logs, but fixing a media system usually means touching cables and hardware.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T01:04:43.907Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-9269-T-13908",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      0,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Moving and adjusting a camera dolly is physical work on set.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9269",
    "occupationId": null
  },
  {
    "taskId": "uk-9269-T-03383",
    "score": 0,
    "band": "minimal",
    "range": [
      0,
      4
    ],
    "d": [
      0,
      4,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Taking tickets happens at the gate, with the customer in front of you.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9267",
    "occupationId": null
  },
  {
    "taskId": "uk-9269-T-10398",
    "score": 16,
    "band": "minimal",
    "range": [
      9,
      23
    ],
    "d": [
      3,
      3,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Deciding whether a ticket is valid is easy for software, but someone still has to stand at the door and check it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:40:07Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-9269",
    "occupationId": null
  },
  {
    "taskId": "uk-9269-T-19132",
    "score": 12,
    "band": "minimal",
    "range": [
      8,
      16
    ],
    "d": [
      2,
      3,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Selling tickets at a counter and checking them at the door means being there in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:36.798Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4129",
    "occupationId": null
  },
  {
    "taskId": "uk-9269-T-00135",
    "score": 32,
    "band": "low",
    "range": [
      25,
      39
    ],
    "d": [
      3,
      2,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Ticketing problems follow standard rules software applies well, but most are raised at the gate in person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9269",
    "occupationId": null
  },
  {
    "taskId": "uk-9269-T-03477",
    "score": 12,
    "band": "minimal",
    "range": [
      5,
      19
    ],
    "d": [
      2,
      3,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Handling cash needs someone at the till, though card and self-service payment already cover much of it.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T17:19:37.666Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9263",
    "occupationId": null
  },
  {
    "taskId": "uk-9269-T-17563",
    "score": 5,
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    "range": [
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      12
    ],
    "d": [
      1,
      3,
      1,
      2,
      2
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Turning someone away at the door is a face-to-face job that often means calming a disappointed or difficult person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:40:07Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-9269",
    "occupationId": null
  },
  {
    "taskId": "uk-9269-T-21489",
    "score": 0,
    "band": "minimal",
    "range": [
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      4
    ],
    "d": [
      0,
      4,
      1,
      1,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Checking credentials at a press box door means someone standing at the door.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9269",
    "occupationId": null
  },
  {
    "taskId": "uk-9269-T-01046",
    "score": 79,
    "band": "high",
    "range": [
      75,
      83
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    "d": [
      4,
      0,
      0,
      1,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Answering general enquiries with standard information is what automated assistants now do reliably.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:36.798Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4129",
    "occupationId": null
  },
  {
    "taskId": "uk-9269-T-01887",
    "score": 48,
    "band": "partial",
    "range": [
      41,
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    "d": [
      3,
      1,
      0,
      1,
      3
    ],
    "confidence": "medium",
    "unstable": false,
    "rationale": "Much customer help can be automated, though some of it means dealing with people at the venue.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:36.798Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4129",
    "occupationId": null
  },
  {
    "taskId": "uk-9269-T-09212",
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    "d": [
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      4,
      0,
      2,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Greeting guests as they arrive is a person standing at the door.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9267",
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  },
  {
    "taskId": "uk-9269-T-09222",
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    "d": [
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      4,
      0,
      2,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Welcoming guests as they come in is a person at the entrance.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-9269",
    "occupationId": null
  },
  {
    "taskId": "uk-9269-T-13134",
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      12
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    "d": [
      1,
      3,
      1,
      2,
      2
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Keeping an eye on a building and pulling people up on safety means being present and dealing with them directly.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:40:07Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-9269",
    "occupationId": null
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  {
    "taskId": "uk-9269-T-01417",
    "score": 79,
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    "d": [
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      0,
      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Processing a refund is a rules-based transaction that systems already handle end to end.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:36.798Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4129",
    "occupationId": null
  },
  {
    "taskId": "uk-9269-T-02485",
    "score": 69,
    "band": "high",
    "range": [
      65,
      73
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    "d": [
      4,
      1,
      0,
      0,
      3
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Adding up payments received and matching them against sales is straightforward number work done from records.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:36.798Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-9269-T-09283",
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      4
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    "d": [
      0,
      4,
      0,
      2,
      2
    ],
    "confidence": "high",
    "unstable": false,
    "rationale": "Guiding people to exits in an emergency means being in the building with them.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T20:57:03.538Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": null,
    "occupationId": null
  },
  {
    "taskId": "uk-9269-T-11113",
    "score": 93,
    "band": "very high",
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      89,
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    "d": [
      4,
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      0,
      0,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Issuing a receipt is generated by the till system, with only the handover done by a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:36.798Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4129",
    "occupationId": null
  },
  {
    "taskId": "uk-9269-T-16620",
    "score": 79,
    "band": "high",
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      75,
      83
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    "d": [
      4,
      0,
      0,
      1,
      3
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    "confidence": "high",
    "unstable": false,
    "rationale": "Looking up and explaining company procedures is straightforward information work for AI.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:36.798Z",
    "keyingScheme": "text-only",
    "scoredUnderOccupationId": "uk-soc-4129",
    "occupationId": null
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  {
    "taskId": "uk-9269-T-19928",
    "score": 88,
    "band": "very high",
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      84,
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    "d": [
      4,
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      1,
      0,
      4
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    "confidence": "high",
    "unstable": false,
    "rationale": "Pulling recorded figures together into financial records is standard software work, and the results are checked by someone else further down the line.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-05T09:40:07Z",
    "keyingScheme": "text+occupation",
    "scoredUnderOccupationId": "uk-soc-9269",
    "occupationId": null
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  {
    "taskId": "uk-9269-T-20279",
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    "band": "partial",
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    "d": [
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      0,
      3
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    "confidence": "medium",
    "unstable": false,
    "rationale": "Totalling a bill is automatic, though scanning and handling the items is done by a person.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
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    "keyingScheme": "text-only",
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  {
    "taskId": "uk-9269-T-11724",
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    "d": [
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      2
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    "confidence": "high",
    "unstable": false,
    "rationale": "Keeping the till area clean and tidy is physical work in the space itself.",
    "promptVersion": "task_scoring_v1.0",
    "modelId": "claude-opus-5",
    "scoredAt": "2026-08-04T18:12:36.798Z",
    "keyingScheme": "text-only",
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]