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    "name": "bls-isco-soc-crosswalk",
    "title": "BLS ISCO-08 <-> SOC 2010 crosswalk",
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    "name": "bls-soc-2010-2018-crosswalk",
    "title": "BLS SOC 2010 to SOC 2018 crosswalk",
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    "name": "ons-soc2020-index",
    "title": "ONS SOC 2020 Volume 2 - coding index",
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    "name": "ashe-t14",
    "title": "ONS ASHE Table 14, 2025 provisional",
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    "name": "nomis-aps",
    "title": "Nomis NM_218_1 - APS occupation (SOC2020) by sex by employment type",
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    "url": "https://www.nomisweb.co.uk/api/v01/dataset/NM_218_1.data.csv",
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    "attribution": "Contains public sector information licensed under the Open Government Licence v3.0. Source: Office for National Statistics, Annual Population Survey, via Nomis.",
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  },
  {
    "name": "gaisi-index",
    "title": "gaisi-index",
    "publisher": "Henseke, Davies, Felstead, Gallie, Green & Zhou (arXiv:2507.22748); github.com/drGolo/gaisi-index",
    "url": "https://github.com/drGolo/gaisi-index",
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    "contentSha256": null,
    "contentSha256Note": "The raw payload is a multi-file archive or a git checkout, so no single artefact hash exists; per-file hashes are recorded in data/catalogue/sources.lock.",
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    "licenseUrl": "https://opensource.org/license/mit",
    "attribution": "UK task statements and GAISI exposure probabilities from the GAISI index (github.com/drGolo/gaisi-index), MIT licensed.",
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  {
    "name": "bls-soc-2018-structure",
    "title": "BLS SOC 2018 structure",
    "publisher": "U.S. Bureau of Labor Statistics",
    "url": "https://www.bls.gov/soc/2018/soc_structure_2018.xlsx",
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    "name": "bls-oews-profiles",
    "title": "BLS OEWS occupation profiles (May 2023)",
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    "attribution": "U.S. Bureau of Labor Statistics, Occupational Employment and Wage Statistics.",
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    "name": "prompt-task_scoring_v1.0",
    "title": "Collab365 Futureproof task-scoring prompt",
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    "url": "https://jobs.collab365.com/method",
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    "attribution": "Prompts and rubric are licensed CC BY 4.0 by Collab365.",
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    "name": "model-claude-opus-5",
    "title": "Anthropic Claude Opus 5",
    "publisher": "Anthropic",
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